Pandas Profiling Report

Dataset info

Number of variables	130
Number of observations	5000
Missing cells	22003 (3.4%)
Duplicate rows	0 (0.0%)
Total size in memory	5.0 MiB
Average record size in memory	1.0 KiB

Variables types

Numeric	49
Categorical	11
Boolean	49
Date	0
URL	0
Text (Unique)	1
Rejected	20
Unsupported	0

Warnings

`address` has 245 (4.9%) zeros	Zeros
`addresscat` is highly correlated with `address` (ρ = 0.9235209425)	Rejected
`agecat` is highly correlated with `age` (ρ = 0.9698787511)	Rejected
`card2spent` has 179 (3.6%) zeros	Zeros
`card2tenure` has 89 (1.8%) zeros	Zeros
`card2tenurecat` is highly correlated with `card2tenure` (ρ = 0.9243911464)	Rejected
`cardmon` has 1419 (28.4%) zeros	Zeros
`cardten` has 1420 (28.4%) zeros	Zeros
`cardtenure` is highly correlated with `card2tenure` (ρ = 0.9629752995)	Rejected
`cardtenurecat` is highly correlated with `card2tenurecat` (ρ = 0.9243052909)	Rejected
`cars` has 497 (9.9%) zeros	Zeros
`commutecat` is highly correlated with `commute` (ρ = 0.981171323)	Rejected
`edcat` is highly correlated with `ed` (ρ = 0.9638959094)	Rejected
`employ` has 659 (13.2%) zeros	Zeros
`equipmon` is highly correlated with `equip` (ρ = 0.9405054161)	Rejected
`equipten` has 3296 (65.9%) zeros	Zeros
`hourstv` has 85 (1.7%) zeros	Zeros
`internet` has 2498 (50.0%) zeros	Zeros
`lncardmon` is highly correlated with `cardmon` (ρ = 0.9168665419)	Rejected
`lncardten` has 1422 (28.4%) missing values	Missing
`lnequipmon` is highly correlated with `equipmon` (ρ = 0.9793110404)	Rejected
`lnequipten` has 3296 (65.9%) missing values	Missing
`lninc` is highly correlated with `inccat` (ρ = 0.9487921563)	Rejected
`lnlongten` is highly correlated with `lnlongmon` (ρ = 0.9217106724)	Rejected
`lntollmon` has 2622 (52.4%) missing values	Missing
`lntollten` is highly correlated with `lnlongten` (ρ = 0.9313928143)	Rejected
`lnwiremon` has 3656 (73.1%) missing values	Missing
`lnwireten` is highly correlated with `lntollten` (ρ = 0.9469067536)	Rejected
`longten` is highly correlated with `longmon` (ρ = 0.9856982538)	Rejected
`pets` has 1529 (30.6%) zeros	Zeros
`pets_birds` has 4698 (94.0%) zeros	Zeros
`pets_cats` has 3413 (68.3%) zeros	Zeros
`pets_dogs` has 3762 (75.2%) zeros	Zeros
`pets_freshfish` has 3462 (69.2%) zeros	Zeros
`pets_reptiles` has 4818 (96.4%) zeros	Zeros
`pets_saltfish` has 4942 (98.8%) zeros	Zeros
`pets_small` has 4749 (95.0%) zeros	Zeros
`spoused` is highly correlated with `marital` (ρ = 0.9557686636)	Rejected
`spousedcat` is highly correlated with `spoused` (ρ = 0.9840285958)	Rejected
`tenure` is highly correlated with `lnlongten` (ρ = 0.9268535788)	Rejected
`tollmon` is highly correlated with `lntollmon` (ρ = 0.937831384)	Rejected
`tollten` has 2622 (52.4%) zeros	Zeros
`wiremon` is highly correlated with `lnwiremon` (ρ = 0.9538916564)	Rejected
`wireten` has 3656 (73.1%) zeros	Zeros

active
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing (%)	0.0%
Missing (n)	0

0	2670
1	2330

Toggle details

Value	Count	Frequency (%)
0	2670	53.4%
1	2330	46.6%

address
Numeric

Distinct count	57
Unique (%)	1.1%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	16.4024
Minimum	0
Maximum	57
Zeros (%)	4.9%

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Quantile statistics

Minimum	0
5-th percentile	1
Q1	6
Median	14
Q3	25
95-th percentile	40
Maximum	57
Range	57
Interquartile range	19

Descriptive statistics

Standard deviation	12.39748417
Coef of variation	0.755833547
Kurtosis	-0.2296738333
Mean	16.4024
MAD	10.22343872
Skewness	0.7065456231
Sum	82012
Variance	153.6976138
Memory size	39.1 KiB

Histogram with fixed size bins (bins=50)

Histogram with variable size bins (bins=[ 0. 0.5 8.5 18.5 25.5 32.5 40.5 48.5 53.5 57. ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
0	245	4.9%
2	196	3.9%
4	195	3.9%
5	177	3.5%
3	172	3.4%
1	169	3.4%
8	169	3.4%
7	166	3.3%
12	166	3.3%
6	163	3.3%
Other values (47)	3182	63.6%

Minimum 5 values

Value	Count	Frequency (%)
0	245	4.9%
1	169	3.4%
2	196	3.9%
3	172	3.4%
4	195	3.9%

Maximum 5 values

Value	Count	Frequency (%)
57	3	0.1%
55	5	0.1%
54	1	< 0.1%
53	6	0.1%
52	7	0.1%

addresscat
Highly correlated

This variable is highly correlated with address and should be ignored for analysis

Correlation	0.9235209425

age
Numeric

Distinct count	62
Unique (%)	1.2%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	47.0256
Minimum	18
Maximum	79
Zeros (%)	0.0%

Toggle details

Quantile statistics

Minimum	18
5-th percentile	20
Q1	31
Median	47
Q3	62
95-th percentile	76
Maximum	79
Range	61
Interquartile range	31

Descriptive statistics

Standard deviation	17.77033769
Coef of variation	0.3778864638
Kurtosis	-1.187029996
Mean	47.0256
MAD	15.402768
Skewness	0.09076008705
Sum	235128
Variance	315.7849016
Memory size	39.1 KiB

Histogram with fixed size bins (bins=50)

Histogram with variable size bins (bins=[18. 18.5 37.5 69.5 78.5 79. ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
18	106	2.1%
35	102	2.0%
37	98	2.0%
24	97	1.9%
21	95	1.9%
63	95	1.9%
31	94	1.9%
57	93	1.9%
25	93	1.9%
36	92	1.8%
Other values (52)	4035	80.7%

Minimum 5 values

Value	Count	Frequency (%)
18	106	2.1%
19	78	1.6%
20	80	1.6%
21	95	1.9%
22	82	1.6%

Maximum 5 values

Value	Count	Frequency (%)
79	73	1.5%
78	70	1.4%
77	71	1.4%
76	58	1.2%
75	74	1.5%

agecat
Highly correlated

This variable is highly correlated with age and should be ignored for analysis

Correlation	0.9698787511

bfast
Categorical

Distinct count	3
Unique (%)	0.1%
Missing (%)	0.0%
Missing (n)	0

3	1875
1	1582
2	1543

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Common values
Composition

Value	Count	Frequency (%)
3	1875	37.5%
1	1582	31.6%
2	1543	30.9%

Max length	1
Mean length	1
Min length	1
Contains chars	False
Contains digits	True
Contains spaces	False
Contains non-words	False

birthmonth
Categorical

Distinct count	12
Unique (%)	0.2%
Missing (%)	0.0%
Missing (n)	0

September	458
May	451
June	420
Other values (9)	3671

Toggle details

Common values
Composition

Value	Count	Frequency (%)
September	458	9.2%
May	451	9.0%
June	420	8.4%
January	420	8.4%
February	418	8.4%
March	416	8.3%
July	413	8.3%
October	410	8.2%
August	406	8.1%
November	399	8.0%
Other values (2)	789	15.8%

Max length	9
Mean length	6.1616
Min length	3
Contains chars	True
Contains digits	False
Contains spaces	False
Contains non-words	False

callcard
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing (%)	0.0%
Missing (n)	0

1	3581
0	1419

Toggle details

Value	Count	Frequency (%)
1	3581	71.6%
0	1419	28.4%

callid
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing (%)	0.0%
Missing (n)	0

0	2624
1	2376

Toggle details

Value	Count	Frequency (%)
0	2624	52.5%
1	2376	47.5%

callwait
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing (%)	0.0%
Missing (n)	0

0	2605
1	2395

Toggle details

Value	Count	Frequency (%)
0	2605	52.1%
1	2395	47.9%

carbought
Categorical

Distinct count	3
Unique (%)	0.1%
Missing (%)	0.0%
Missing (n)	0

0	2901
1	1602
-1	497

Toggle details

Common values
Composition

Value	Count	Frequency (%)
0	2901	58.0%
1	1602	32.0%
-1	497	9.9%

Max length	2
Mean length	1.0994
Min length	1
Contains chars	False
Contains digits	True
Contains spaces	False
Contains non-words	True

carbuy
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing (%)	0.0%
Missing (n)	0

0	3195
1	1805

Toggle details

Value	Count	Frequency (%)
0	3195	63.9%
1	1805	36.1%

carcatvalue
Categorical

Distinct count	4
Unique (%)	0.1%
Missing (%)	0.0%
Missing (n)	0

1	2399
2	1267
3	837

Toggle details

Common values
Composition

Value	Count	Frequency (%)
1	2399	48.0%
2	1267	25.3%
3	837	16.7%
-1	497	9.9%

Max length	2
Mean length	1.0994
Min length	1
Contains chars	False
Contains digits	True
Contains spaces	False
Contains non-words	True

card
Numeric

Distinct count	5
Unique (%)	0.1%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	2.7142
Minimum	1
Maximum	5
Zeros (%)	0.0%

Toggle details

Quantile statistics

Minimum	1
5-th percentile	1
Q1	2
Median	3
Q3	4
95-th percentile	4
Maximum	5
Range	4
Interquartile range	2

Descriptive statistics

Standard deviation	1.184904705
Coef of variation	0.4365576247
Kurtosis	-1.111220712
Mean	2.7142
MAD	1.03232344
Skewness	0.01533298718
Sum	13571
Variance	1.40399916
Memory size	39.1 KiB

Histogram with fixed size bins (bins=5)

Histogram with variable size bins (bins=[1. 1.5 3.5 4.5 5. ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
4	1344	26.9%
2	1247	24.9%
3	1200	24.0%
1	986	19.7%
5	223	4.5%

Minimum 5 values

Value	Count	Frequency (%)
1	986	19.7%
2	1247	24.9%
3	1200	24.0%
4	1344	26.9%
5	223	4.5%

Maximum 5 values

Value	Count	Frequency (%)
5	223	4.5%
4	1344	26.9%
3	1200	24.0%
2	1247	24.9%
1	986	19.7%

card2
Numeric

Distinct count	5
Unique (%)	0.1%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	2.7744
Minimum	1
Maximum	5
Zeros (%)	0.0%

Toggle details

Quantile statistics

Minimum	1
5-th percentile	1
Q1	2
Median	3
Q3	4
95-th percentile	5
Maximum	5
Range	4
Interquartile range	2

Descriptive statistics

Standard deviation	1.173447926
Coef of variation	0.4229555675
Kurtosis	-0.9179101004
Mean	2.7744
MAD	0.9913888
Skewness	0.08473611575
Sum	13872
Variance	1.376980036
Memory size	39.1 KiB

Histogram with fixed size bins (bins=5)

Histogram with variable size bins (bins=[1. 1.5 3.5 4.5 5. ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
3	1384	27.7%
2	1301	26.0%
4	1141	22.8%
1	829	16.6%
5	345	6.9%

Minimum 5 values

Value	Count	Frequency (%)
1	829	16.6%
2	1301	26.0%
3	1384	27.7%
4	1141	22.8%
5	345	6.9%

Maximum 5 values

Value	Count	Frequency (%)
5	345	6.9%
4	1141	22.8%
3	1384	27.7%
2	1301	26.0%
1	829	16.6%

card2benefit
Categorical

Distinct count	4
Unique (%)	0.1%
Missing (%)	0.0%
Missing (n)	0

4	1294
3	1286
2	1216

Toggle details

Common values
Composition

Value	Count	Frequency (%)
4	1294	25.9%
3	1286	25.7%
2	1216	24.3%
1	1204	24.1%

Max length	1
Mean length	1
Min length	1
Contains chars	False
Contains digits	True
Contains spaces	False
Contains non-words	False

card2fee
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing (%)	0.0%
Missing (n)	0

0	4064
1	936

Toggle details

Value	Count	Frequency (%)
0	4064	81.3%
1	936	18.7%

card2spent
Numeric

Distinct count	4477
Unique (%)	89.5%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	160.87611
Minimum	0
Maximum	2069.25
Zeros (%)	3.6%

Toggle details

Quantile statistics

Minimum	0
5-th percentile	14.8195
Q1	66.9675
Median	125.34
Q3	208.31
95-th percentile	419.447
Maximum	2069.25
Range	2069.25
Interquartile range	141.3425

Descriptive statistics

Standard deviation	146.2927708
Coef of variation	0.9093504981
Kurtosis	15.73624878
Mean	160.87611
MAD	100.4445355
Skewness	2.801163009
Sum	804380.55
Variance	21401.57478
Memory size	39.1 KiB

Histogram with fixed size bins (bins=50)

Histogram with variable size bins (bins=[ 0. 3.05 6.32 11.83 50.2 ... 495.305 637.99 799.44 1296.065 2069.25 ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
0	179	3.6%
63.69	3	0.1%
92.92	3	0.1%
175.75	3	0.1%
97.87	3	0.1%
112.88	3	0.1%
128.54	3	0.1%
159.1	3	0.1%
38.41	3	0.1%
128.35	3	0.1%
Other values (4467)	4794	95.9%

Minimum 5 values

Value	Count	Frequency (%)
0	179	3.6%
6.1	1	< 0.1%
6.54	1	< 0.1%
6.86	1	< 0.1%
7.14	1	< 0.1%

Maximum 5 values

Value	Count	Frequency (%)
2069.25	1	< 0.1%
1611.35	1	< 0.1%
1309.37	1	< 0.1%
1282.76	1	< 0.1%
1277.68	1	< 0.1%

card2tenure
Numeric

Distinct count	31
Unique (%)	0.6%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	13.0844
Minimum	0
Maximum	30
Zeros (%)	1.8%

Toggle details

Quantile statistics

Minimum	0
5-th percentile	1
Q1	5
Median	12
Q3	21
95-th percentile	29
Maximum	30
Range	30
Interquartile range	16

Descriptive statistics

Standard deviation	9.119402905
Coef of variation	0.696967603
Kurtosis	-1.133717358
Mean	13.0844
MAD	7.894084
Skewness	0.3516751981
Sum	65422
Variance	83.16350934
Memory size	39.1 KiB

Histogram with fixed size bins (bins=31)

Histogram with variable size bins (bins=[ 0. 0.5 4.5 10.5 17.5 27.5 29.5 30. ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
2	304	6.1%
1	276	5.5%
3	259	5.2%
4	250	5.0%
6	208	4.2%
5	206	4.1%
7	200	4.0%
10	181	3.6%
30	178	3.6%
8	177	3.5%
Other values (21)	2761	55.2%

Minimum 5 values

Value	Count	Frequency (%)
0	89	1.8%
1	276	5.5%
2	304	6.1%
3	259	5.2%
4	250	5.0%

Maximum 5 values

Value	Count	Frequency (%)
30	178	3.6%
29	156	3.1%
28	137	2.7%
27	100	2.0%
26	120	2.4%

card2tenurecat
Highly correlated

This variable is highly correlated with card2tenure and should be ignored for analysis

Correlation	0.9243911464

card2type
Categorical

Distinct count	4
Unique (%)	0.1%
Missing (%)	0.0%
Missing (n)	0

4	1319
3	1257
2	1235

Toggle details

Common values
Composition

Value	Count	Frequency (%)
4	1319	26.4%
3	1257	25.1%
2	1235	24.7%
1	1189	23.8%

Max length	1
Mean length	1
Min length	1
Contains chars	False
Contains digits	True
Contains spaces	False
Contains non-words	False

cardbenefit
Categorical

Distinct count	4
Unique (%)	0.1%
Missing (%)	0.0%
Missing (n)	0

3	1274
4	1250
1	1245

Toggle details

Common values
Composition

Value	Count	Frequency (%)
3	1274	25.5%
4	1250	25.0%
1	1245	24.9%
2	1231	24.6%

Max length	1
Mean length	1
Min length	1
Contains chars	False
Contains digits	True
Contains spaces	False
Contains non-words	False

cardfee
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing (%)	0.0%
Missing (n)	0

0	4051
1	949

Toggle details

Value	Count	Frequency (%)
0	4051	81.0%
1	949	19.0%

cardmon
Numeric

Distinct count	271
Unique (%)	5.4%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	15.44385
Minimum	0
Maximum	188.5
Zeros (%)	28.4%

Toggle details

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	13.75
Q3	22.75
95-th percentile	42
Maximum	188.5
Range	188.5
Interquartile range	22.75

Descriptive statistics

Standard deviation	15.00756909
Coef of variation	0.9717505087
Kurtosis	7.167082585
Mean	15.44385
MAD	11.2445612
Skewness	1.687652851
Sum	77219.25
Variance	225.2271301
Memory size	39.1 KiB

Histogram with fixed size bins (bins=50)

Histogram with variable size bins (bins=[ 0. 1.625 3.875 5.125 7.125 ... 47.625 56.125 66. 103.25 188.5 ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
0	1419	28.4%
13.25	53	1.1%
11.5	52	1.0%
16.5	49	1.0%
16.25	49	1.0%
13.75	47	0.9%
18.25	45	0.9%
13.5	45	0.9%
14.25	44	0.9%
15	44	0.9%
Other values (261)	3153	63.1%

Minimum 5 values

Value	Count	Frequency (%)
0	1419	28.4%
3.25	1	< 0.1%
3.75	1	< 0.1%
4	3	0.1%
4.25	9	0.2%

Maximum 5 values

Value	Count	Frequency (%)
188.5	1	< 0.1%
138.25	1	< 0.1%
104.5	1	< 0.1%
102	1	< 0.1%
100.25	1	< 0.1%

cardspent
Numeric

Distinct count	4760
Unique (%)	95.2%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	337.20252
Minimum	0
Maximum	3926.41
Zeros (%)	0.1%

Toggle details

Quantile statistics

Minimum	0
5-th percentile	91.3045
Q1	183.3775
Median	276.36
Q3	418.5375
95-th percentile	782.3155
Maximum	3926.41
Range	3926.41
Interquartile range	235.16

Descriptive statistics

Standard deviation	245.1450683
Coef of variation	0.7269965488
Kurtosis	21.43959666
Mean	337.20252
MAD	167.7864159
Skewness	3.051236651
Sum	1686012.6
Variance	60096.10451
Memory size	39.1 KiB

Histogram with fixed size bins (bins=50)

Histogram with variable size bins (bins=[ 0. 50.285 108.415 306.005 378.11 ... 894.465 1134.495 1340.075 1939.025 3926.41 ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
0	7	0.1%
186.91	4	0.1%
245.84	3	0.1%
321.19	3	0.1%
231.14	3	0.1%
202.31	3	0.1%
237.16	3	0.1%
412.99	3	0.1%
122.54	3	0.1%
249	3	0.1%
Other values (4750)	4965	99.3%

Minimum 5 values

Value	Count	Frequency (%)
0	7	0.1%
6.97	1	< 0.1%
7.34	1	< 0.1%
7.53	1	< 0.1%
8.11	1	< 0.1%

Maximum 5 values

Value	Count	Frequency (%)
3926.41	1	< 0.1%
3104.63	1	< 0.1%
2969.39	1	< 0.1%
2503.25	1	< 0.1%
2461.03	1	< 0.1%

cardten
Numeric

Distinct count	698
Unique (%)	14.0%
Missing (%)	< 0.1%
Missing (n)	2
Infinite (%)	0.0%
Infinite (n)	0

Mean	720.4783914
Minimum	0
Maximum	13705
Zeros (%)	28.4%

Toggle details

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	425
Q3	1080
95-th percentile	2455.75
Maximum	13705
Range	13705
Interquartile range	1080

Descriptive statistics

Standard deviation	922.2255266
Coef of variation	1.280018301
Kurtosis	15.16275134
Mean	720.4783914
MAD	667.3656836
Skewness	2.645855077
Sum	3600951
Variance	850499.9219
Memory size	39.1 KiB

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1420	28.4%
590	21	0.4%
200	20	0.4%
380	20	0.4%
45	19	0.4%
195	19	0.4%
500	19	0.4%
330	18	0.4%
220	18	0.4%
435	18	0.4%
Other values (687)	3406	68.1%

Minimum 5 values

Value	Count	Frequency (%)
0	1420	28.4%
4.75	1	< 0.1%
5	17	0.3%
5.25	1	< 0.1%
7.75	1	< 0.1%

Maximum 5 values

Value	Count	Frequency (%)
13705	1	< 0.1%
9920	1	< 0.1%
7310	1	< 0.1%
7115	1	< 0.1%
6440	1	< 0.1%

cardtenure
Highly correlated

This variable is highly correlated with card2tenure and should be ignored for analysis

Correlation	0.9629752995

cardtenurecat
Highly correlated

This variable is highly correlated with card2tenurecat and should be ignored for analysis

Correlation	0.9243052909

cardtype
Categorical

Distinct count	4
Unique (%)	0.1%
Missing (%)	0.0%
Missing (n)	0

4	1260
3	1257
1	1242

Toggle details

Common values
Composition

Value	Count	Frequency (%)
4	1260	25.2%
3	1257	25.1%
1	1242	24.8%
2	1241	24.8%

Max length	1
Mean length	1
Min length	1
Contains chars	False
Contains digits	True
Contains spaces	False
Contains non-words	False

carown
Categorical

Distinct count	3
Unique (%)	0.1%
Missing (%)	0.0%
Missing (n)	0

1	3704
0	799
-1	497

Toggle details

Common values
Composition

Value	Count	Frequency (%)
1	3704	74.1%
0	799	16.0%
-1	497	9.9%

Max length	2
Mean length	1.0994
Min length	1
Contains chars	False
Contains digits	True
Contains spaces	False
Contains non-words	True

cars
Numeric

Distinct count	9
Unique (%)	0.2%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	2.1306
Minimum	0
Maximum	8
Zeros (%)	9.9%

Toggle details

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
Median	2
Q3	3
95-th percentile	4
Maximum	8
Range	8
Interquartile range	2

Descriptive statistics

Standard deviation	1.307472958
Coef of variation	0.6136642065
Kurtosis	0.3283876837
Mean	2.1306
MAD	1.01356952
Skewness	0.5017223598
Sum	10653
Variance	1.709485537
Memory size	39.1 KiB

Histogram with fixed size bins (bins=9)

Histogram with variable size bins (bins=[0. 1.5 2.5 3.5 4.5 5.5 6.5 8. ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
2	1607	32.1%
1	1119	22.4%
3	1082	21.6%
0	497	9.9%
4	481	9.6%
5	149	3.0%
6	51	1.0%
7	13	0.3%
8	1	< 0.1%

Minimum 5 values

Value	Count	Frequency (%)
0	497	9.9%
1	1119	22.4%
2	1607	32.1%
3	1082	21.6%
4	481	9.6%

Maximum 5 values

Value	Count	Frequency (%)
8	1	< 0.1%
7	13	0.3%
6	51	1.0%
5	149	3.0%
4	481	9.6%

cartype
Categorical

Distinct count	3
Unique (%)	0.1%
Missing (%)	0.0%
Missing (n)	0

0	2287
1	2216
-1	497

Toggle details

Common values
Composition

Value	Count	Frequency (%)
0	2287	45.7%
1	2216	44.3%
-1	497	9.9%

Max length	2
Mean length	1.0994
Min length	1
Contains chars	False
Contains digits	True
Contains spaces	False
Contains non-words	True

carvalue
Numeric

Distinct count	801
Unique (%)	16.0%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	23.23258
Minimum	-1
Maximum	99.6
Zeros (%)	0.0%

Toggle details

Quantile statistics

Minimum	-1
5-th percentile	-1
Q1	9.2
Median	17
Q3	31.1
95-th percentile	72
Maximum	99.6
Range	100.6
Interquartile range	21.9

Descriptive statistics

Standard deviation	21.2316367
Coef of variation	0.9138733925
Kurtosis	1.951706615
Mean	23.23258
MAD	15.90401841
Skewness	1.474026141
Sum	116162.9
Variance	450.782397
Memory size	39.1 KiB

Histogram with fixed size bins (bins=50)

Histogram with variable size bins (bins=[-1. 0.6 2.25 3.35 4.15 ... 29.15 41.25 56.75 95.65 99.6 ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
-1	497	9.9%
9.8	25	0.5%
13.5	24	0.5%
6.3	24	0.5%
10.2	23	0.5%
13	23	0.5%
11.4	22	0.4%
9.1	22	0.4%
9.2	22	0.4%
9.9	22	0.4%
Other values (791)	4296	85.9%

Minimum 5 values

Value	Count	Frequency (%)
-1	497	9.9%
2.2	1	< 0.1%
2.3	1	< 0.1%
2.4	1	< 0.1%
2.5	1	< 0.1%

Maximum 5 values

Value	Count	Frequency (%)
99.6	1	< 0.1%
99.2	1	< 0.1%
98.8	1	< 0.1%
98.5	4	0.1%
98.2	1	< 0.1%

churn
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing (%)	0.0%
Missing (n)	0

0	3734
1	1266

Toggle details

Value	Count	Frequency (%)
0	3734	74.7%
1	1266	25.3%

commute
Numeric

Distinct count	10
Unique (%)	0.2%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	2.9962
Minimum	1
Maximum	10
Zeros (%)	0.0%

Toggle details

Quantile statistics

Minimum	1
5-th percentile	1
Q1	1
Median	1
Q3	4
95-th percentile	8
Maximum	10
Range	9
Interquartile range	3

Descriptive statistics

Standard deviation	2.743517986
Coef of variation	0.9156658386
Kurtosis	-0.04557220383
Mean	2.9962
MAD	2.2995844
Skewness	1.127698726
Sum	14981
Variance	7.526890938
Memory size	39.1 KiB

Histogram with fixed size bins (bins=10)

Histogram with variable size bins (bins=[ 1. 1.5 2.5 3.5 4.5 5.5 7.5 8.5 9.5 10. ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
1	2855	57.1%
4	635	12.7%
8	585	11.7%
5	302	6.0%
3	295	5.9%
10	153	3.1%
7	56	1.1%
2	50	1.0%
6	44	0.9%
9	25	0.5%

Minimum 5 values

Value	Count	Frequency (%)
1	2855	57.1%
2	50	1.0%
3	295	5.9%
4	635	12.7%
5	302	6.0%

Maximum 5 values

Value	Count	Frequency (%)
10	153	3.1%
9	25	0.5%
8	585	11.7%
7	56	1.1%
6	44	0.9%

commutebike
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing (%)	0.0%
Missing (n)	0

0	4383
1	617

Toggle details

Value	Count	Frequency (%)
0	4383	87.7%
1	617	12.3%

commutebus
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing (%)	0.0%
Missing (n)	0

0	2970
1	2030

Toggle details

Value	Count	Frequency (%)
0	2970	59.4%
1	2030	40.6%

commutecar
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing (%)	0.0%
Missing (n)	0

1	3395
0	1605

Toggle details

Value	Count	Frequency (%)
1	3395	67.9%
0	1605	32.1%

commutecarpool
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing (%)	0.0%
Missing (n)	0

0	3641
1	1359

Toggle details

Value	Count	Frequency (%)
0	3641	72.8%
1	1359	27.2%

commutecat
Highly correlated

This variable is highly correlated with commute and should be ignored for analysis

Correlation	0.981171323

commutemotorcycle
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing (%)	0.0%
Missing (n)	0

0	4487
1	513

Toggle details

Value	Count	Frequency (%)
0	4487	89.7%
1	513	10.3%

commutenonmotor
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing (%)	0.0%
Missing (n)	0

0	4708
1	292

Toggle details

Value	Count	Frequency (%)
0	4708	94.2%
1	292	5.8%

commutepublic
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing (%)	0.0%
Missing (n)	0

0	4523
1	477

Toggle details

Value	Count	Frequency (%)
0	4523	90.5%
1	477	9.5%

commuterail
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing (%)	0.0%
Missing (n)	0

0	3627
1	1373

Toggle details

Value	Count	Frequency (%)
0	3627	72.5%
1	1373	27.5%

commutetime
Numeric

Distinct count	42
Unique (%)	0.8%
Missing (%)	< 0.1%
Missing (n)	2
Infinite (%)	0.0%
Infinite (n)	0

Mean	25.34553822
Minimum	8
Maximum	48
Zeros (%)	0.0%

Toggle details

Quantile statistics

Minimum	8
5-th percentile	16
Q1	21
Median	25
Q3	29
95-th percentile	35
Maximum	48
Range	40
Interquartile range	8

Descriptive statistics

Standard deviation	5.879148725
Coef of variation	0.2319599085
Kurtosis	0.1348687314
Mean	25.34553822
MAD	4.689455214
Skewness	0.2902796332
Sum	126677
Variance	34.56438973
Memory size	39.1 KiB

Histogram with fixed size bins (bins=42)

Value	Count	Frequency (%)
24	336	6.7%
23	335	6.7%
27	331	6.6%
25	330	6.6%
22	325	6.5%
26	311	6.2%
21	307	6.1%
28	293	5.9%
29	260	5.2%
30	226	4.5%
Other values (31)	1944	38.9%

Minimum 5 values

Value	Count	Frequency (%)
8	1	< 0.1%
9	6	0.1%
10	4	0.1%
11	9	0.2%
12	22	0.4%

Maximum 5 values

Value	Count	Frequency (%)
48	1	< 0.1%
47	1	< 0.1%
46	6	0.1%
45	4	0.1%
44	4	0.1%

commutewalk
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing (%)	0.0%
Missing (n)	0

0	3081
1	1919

Toggle details

Value	Count	Frequency (%)
0	3081	61.6%
1	1919	38.4%

confer
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing (%)	0.0%
Missing (n)	0

0	2610
1	2390

Toggle details

Value	Count	Frequency (%)
0	2610	52.2%
1	2390	47.8%

creddebt
Numeric

Distinct count	4950
Unique (%)	99.0%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	1.857325646
Minimum	0
Maximum	109.072596
Zeros (%)	< 0.1%

Toggle details

Quantile statistics

Minimum	0
5-th percentile	0.101088
Q1	0.3855195
Median	0.926437
Q3	2.06382
95-th percentile	6.3730104
Maximum	109.072596
Range	109.072596
Interquartile range	1.6783005

Descriptive statistics

Standard deviation	3.41573197
Coef of variation	1.839059283
Kurtosis	248.5334273
Mean	1.857325646
MAD	1.669040643
Skewness	11.12004134
Sum	9286.628229
Variance	11.66722489
Memory size	39.1 KiB

Histogram with fixed size bins (bins=50)

Histogram with variable size bins (bins=[0.00000000e+00 2.96480000e-02 4.81550000e-01 8.24674500e-01 1.10591150e+00 ... 6.10431900e+00 9.96463000e+00 1.69811400e+01 3.49856660e+01 1.09072596e+02], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
0.272	2	< 0.1%
0.235872	2	< 0.1%
0.17172	2	< 0.1%
0.316008	2	< 0.1%
1.6744	2	< 0.1%
1.254	2	< 0.1%
0.658368	2	< 0.1%
0.129778	2	< 0.1%
0.49842	2	< 0.1%
0.66528	2	< 0.1%
Other values (4940)	4980	99.6%

Minimum 5 values

Value	Count	Frequency (%)
0	1	< 0.1%
0.001364	1	< 0.1%
0.00341	1	< 0.1%
0.00494	1	< 0.1%
0.006344	1	< 0.1%

Maximum 5 values

Value	Count	Frequency (%)
109.072596	1	< 0.1%
67.49085	1	< 0.1%
48.704524	1	< 0.1%
44.24556	1	< 0.1%
42.0985	1	< 0.1%

custid
Categorical, Unique

First 5 values
0002-GTOKLU-YVY
0003-RLTRGE-IW2
0003-UTGKPR-PRU
0008-ZIQQOT-SGB
0012-CIVYLF-839

Last 5 values
9991-FCIBKT-W29
9992-FSFJPL-5D6
9997-QIXKNU-54A
9998-ZGHXLK-EOT
9999-EGLHVE-19G

Toggle details

First 5 values

Value	Count	Frequency (%)
0002-GTOKLU-YVY	1	< 0.1%
0003-RLTRGE-IW2	1	< 0.1%
0003-UTGKPR-PRU	1	< 0.1%
0008-ZIQQOT-SGB	1	< 0.1%
0012-CIVYLF-839	1	< 0.1%

Last 5 values

Value	Count	Frequency (%)
9999-EGLHVE-19G	1	< 0.1%
9998-ZGHXLK-EOT	1	< 0.1%
9997-QIXKNU-54A	1	< 0.1%
9992-FSFJPL-5D6	1	< 0.1%
9991-FCIBKT-W29	1	< 0.1%

debtinc
Numeric

Distinct count	325
Unique (%)	6.5%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	9.95416
Minimum	0
Maximum	43.1
Zeros (%)	< 0.1%

Toggle details

Quantile statistics

Minimum	0
5-th percentile	1.9
Q1	5.1
Median	8.8
Q3	13.6
95-th percentile	22.2
Maximum	43.1
Range	43.1
Interquartile range	8.5

Descriptive statistics

Standard deviation	6.399783288
Coef of variation	0.6429254993
Kurtosis	1.37645844
Mean	9.95416
MAD	5.021084064
Skewness	1.061933558
Sum	49770.8
Variance	40.95722614
Memory size	39.1 KiB

Histogram with fixed size bins (bins=50)

Histogram with variable size bins (bins=[ 0. 0.45 1.05 1.95 4.05 ... 22.15 24.85 29.35 37.85 43.1 ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
7	48	1.0%
6.9	46	0.9%
4.1	46	0.9%
5.4	45	0.9%
4.4	42	0.8%
6.6	42	0.8%
7.3	41	0.8%
5.9	39	0.8%
11.3	39	0.8%
5.5	38	0.8%
Other values (315)	4574	91.5%

Minimum 5 values

Value	Count	Frequency (%)
0	1	< 0.1%
0.1	6	0.1%
0.2	2	< 0.1%
0.3	5	0.1%
0.4	6	0.1%

Maximum 5 values

Value	Count	Frequency (%)
43.1	1	< 0.1%
41.7	1	< 0.1%
41	1	< 0.1%
40.7	1	< 0.1%
38.2	1	< 0.1%

default
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing (%)	0.0%
Missing (n)	0

0	3829
1	1171

Toggle details

Value	Count	Frequency (%)
0	3829	76.6%
1	1171	23.4%

ebill
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing (%)	0.0%
Missing (n)	0

0	3257
1	1743

Toggle details

Value	Count	Frequency (%)
0	3257	65.1%
1	1743	34.9%

ed
Numeric

Distinct count	18
Unique (%)	0.4%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	14.543
Minimum	6
Maximum	23
Zeros (%)	0.0%

Toggle details

Quantile statistics

Minimum	6
5-th percentile	9
Q1	12
Median	14
Q3	17
95-th percentile	20
Maximum	23
Range	17
Interquartile range	5

Descriptive statistics

Standard deviation	3.281082763
Coef of variation	0.2256125121
Kurtosis	-0.6070629191
Mean	14.543
MAD	2.7074236
Skewness	0.003733520921
Sum	72715
Variance	10.7655041
Memory size	39.1 KiB

Histogram with fixed size bins (bins=18)

Histogram with variable size bins (bins=[ 6. 7.5 8.5 9.5 10.5 ... 19.5 20.5 21.5 22.5 23. ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
14	569	11.4%
15	536	10.7%
13	531	10.6%
16	486	9.7%
12	467	9.3%
17	454	9.1%
11	362	7.2%
18	349	7.0%
19	308	6.2%
10	260	5.2%
Other values (8)	678	13.6%

Minimum 5 values

Value	Count	Frequency (%)
6	8	0.2%
7	31	0.6%
8	107	2.1%
9	178	3.6%
10	260	5.2%

Maximum 5 values

Value	Count	Frequency (%)
23	4	0.1%
22	33	0.7%
21	111	2.2%
20	206	4.1%
19	308	6.2%

edcat
Highly correlated

This variable is highly correlated with ed and should be ignored for analysis

Correlation	0.9638959094

empcat
Numeric

Distinct count	5
Unique (%)	0.1%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	2.9326
Minimum	1
Maximum	5
Zeros (%)	0.0%

Toggle details

Quantile statistics

Minimum	1
5-th percentile	1
Q1	2
Median	3
Q3	4
95-th percentile	5
Maximum	5
Range	4
Interquartile range	2

Descriptive statistics

Standard deviation	1.453299575
Coef of variation	0.4955669288
Kurtosis	-1.335449666
Mean	2.9326
MAD	1.25033312
Skewness	0.1513485346
Sum	14663
Variance	2.112079656
Memory size	39.1 KiB

Histogram with fixed size bins (bins=5)

Value	Count	Frequency (%)
2	1180	23.6%
5	1135	22.7%
1	1048	21.0%
3	968	19.4%
4	669	13.4%

Minimum 5 values

Value	Count	Frequency (%)
1	1048	21.0%
2	1180	23.6%
3	968	19.4%
4	669	13.4%
5	1135	22.7%

Maximum 5 values

Value	Count	Frequency (%)
5	1135	22.7%
4	669	13.4%
3	968	19.4%
2	1180	23.6%
1	1048	21.0%

employ
Numeric

Distinct count	52
Unique (%)	1.0%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	9.7304
Minimum	0
Maximum	52
Zeros (%)	13.2%

Toggle details

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2
Median	7
Q3	15
95-th percentile	31
Maximum	52
Range	52
Interquartile range	13

Descriptive statistics

Standard deviation	9.690928679
Coef of variation	0.9959435048
Kurtosis	1.052865428
Mean	9.7304
MAD	7.66462912
Skewness	1.251917702
Sum	48652
Variance	93.91409866
Memory size	39.1 KiB

Histogram with fixed size bins (bins=50)

Histogram with variable size bins (bins=[ 0. 0.5 1.5 4.5 6.5 ... 20.5 31.5 39.5 45.5 52. ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
0	659	13.2%
1	389	7.8%
2	318	6.4%
3	309	6.2%
4	293	5.9%
5	260	5.2%
6	250	5.0%
7	191	3.8%
8	187	3.7%
11	184	3.7%
Other values (42)	1960	39.2%

Minimum 5 values

Value	Count	Frequency (%)
0	659	13.2%
1	389	7.8%
2	318	6.4%
3	309	6.2%
4	293	5.9%

Maximum 5 values

Value	Count	Frequency (%)
52	1	< 0.1%
51	1	< 0.1%
49	1	< 0.1%
48	1	< 0.1%
47	1	< 0.1%

equip
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing (%)	0.0%
Missing (n)	0

0	3296
1	1704

Toggle details

Value	Count	Frequency (%)
0	3296	65.9%
1	1704	34.1%

equipmon
Highly correlated

This variable is highly correlated with equip and should be ignored for analysis

Correlation	0.9405054161

equipten
Numeric

Distinct count	1683
Unique (%)	33.7%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	470.1764
Minimum	0
Maximum	6525.3
Zeros (%)	65.9%

Toggle details

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0
Q3	510.1625
95-th percentile	2600.99
Maximum	6525.3
Range	6525.3
Interquartile range	510.1625

Descriptive statistics

Standard deviation	912.2206241
Coef of variation	1.940166763
Kurtosis	4.786260303
Mean	470.1764
MAD	664.550161
Skewness	2.21494878
Sum	2350882
Variance	832146.4671
Memory size	39.1 KiB

Histogram with fixed size bins (bins=50)

Histogram with variable size bins (bins=[0.000000e+00 6.025000e+00 1.945000e+01 4.312500e+01 2.266250e+02 ... 1.793300e+03 2.797800e+03 3.702625e+03 4.747450e+03 6.525300e+03], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
0	3296	65.9%
1259.35	2	< 0.1%
446.45	2	< 0.1%
1918.8	2	< 0.1%
824.3	2	< 0.1%
2778.3	2	< 0.1%
723.2	2	< 0.1%
163.4	2	< 0.1%
206.7	2	< 0.1%
224.7	2	< 0.1%
Other values (1673)	1686	33.7%

Minimum 5 values

Value	Count	Frequency (%)
0	3296	65.9%
12.05	1	< 0.1%
14.65	1	< 0.1%
14.85	1	< 0.1%
16.1	1	< 0.1%

Maximum 5 values

Value	Count	Frequency (%)
6525.3	1	< 0.1%
6158.95	1	< 0.1%
6014.7	1	< 0.1%
5996.85	1	< 0.1%
5174.45	1	< 0.1%

forward
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing (%)	0.0%
Missing (n)	0

0	2597
1	2403

Toggle details

Value	Count	Frequency (%)
0	2597	51.9%
1	2403	48.1%

gender
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing (%)	0.0%
Missing (n)	0

1	2518
0	2482

Toggle details

Value	Count	Frequency (%)
1	2518	50.4%
0	2482	49.6%

homeown
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing (%)	0.0%
Missing (n)	0

1	3148
0	1852

Toggle details

Value	Count	Frequency (%)
1	3148	63.0%
0	1852	37.0%

hometype
Categorical

Distinct count	4
Unique (%)	0.1%
Missing (%)	0.0%
Missing (n)	0

1	2265
2	1548
3	896

Toggle details

Common values
Composition

Value	Count	Frequency (%)
1	2265	45.3%
2	1548	31.0%
3	896	17.9%
4	291	5.8%

Max length	1
Mean length	1
Min length	1
Contains chars	False
Contains digits	True
Contains spaces	False
Contains non-words	False

hourstv
Numeric

Distinct count	32
Unique (%)	0.6%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	19.645
Minimum	0
Maximum	36
Zeros (%)	1.7%

Toggle details

Quantile statistics

Minimum	0
5-th percentile	12
Q1	17
Median	20
Q3	23
95-th percentile	28
Maximum	36
Range	36
Interquartile range	6

Descriptive statistics

Standard deviation	5.165608551
Coef of variation	0.2629477501
Kurtosis	2.348421771
Mean	19.645
MAD	3.862194
Skewness	-0.6447121586
Sum	98225
Variance	26.6835117
Memory size	39.1 KiB

Histogram with fixed size bins (bins=32)

Histogram with variable size bins (bins=[ 0. 3. 7.5 9.5 11.5 ... 25.5 27.5 29.5 31.5 36. ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
20	451	9.0%
19	445	8.9%
21	440	8.8%
18	413	8.3%
22	371	7.4%
17	350	7.0%
16	309	6.2%
23	301	6.0%
15	263	5.3%
24	248	5.0%
Other values (22)	1409	28.2%

Minimum 5 values

Value	Count	Frequency (%)
0	85	1.7%
6	1	< 0.1%
7	3	0.1%
8	9	0.2%
9	13	0.3%

Maximum 5 values

Value	Count	Frequency (%)
36	3	0.1%
35	6	0.1%
34	9	0.2%
33	8	0.2%
32	10	0.2%

inccat
Numeric

Distinct count	5
Unique (%)	0.1%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	2.3922
Minimum	1
Maximum	5
Zeros (%)	0.0%

Toggle details

Quantile statistics

Minimum	1
5-th percentile	1
Q1	1
Median	2
Q3	3
95-th percentile	5
Maximum	5
Range	4
Interquartile range	2

Descriptive statistics

Standard deviation	1.221260601
Coef of variation	0.5105177665
Kurtosis	-0.5478133878
Mean	2.3922
MAD	1.02256376
Skewness	0.6595016048
Sum	11961
Variance	1.491477455
Memory size	39.1 KiB

Histogram with fixed size bins (bins=5)

Histogram with variable size bins (bins=[1. 1.5 2.5 3.5 5. ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
2	1797	35.9%
1	1330	26.6%
3	839	16.8%
4	650	13.0%
5	384	7.7%

Minimum 5 values

Value	Count	Frequency (%)
1	1330	26.6%
2	1797	35.9%
3	839	16.8%
4	650	13.0%
5	384	7.7%

Maximum 5 values

Value	Count	Frequency (%)
5	384	7.7%
4	650	13.0%
3	839	16.8%
2	1797	35.9%
1	1330	26.6%

income
Numeric

Distinct count	266
Unique (%)	5.3%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	54.7596
Minimum	9
Maximum	1073
Zeros (%)	0.0%

Toggle details

Quantile statistics

Minimum	9
5-th percentile	13
Q1	24
Median	38
Q3	67
95-th percentile	147
Maximum	1073
Range	1064
Interquartile range	43

Descriptive statistics

Standard deviation	55.37751115
Coef of variation	1.01128407
Kurtosis	57.07703653
Mean	54.7596
MAD	34.06261792
Skewness	5.179216362
Sum	273798
Variance	3066.668742
Memory size	39.1 KiB

Histogram with fixed size bins (bins=50)

Histogram with variable size bins (bins=[ 9. 9.5 14.5 35.5 46.5 ... 150.5 198. 302. 430.5 1073. ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
22	112	2.2%
29	109	2.2%
25	108	2.2%
20	102	2.0%
30	102	2.0%
18	100	2.0%
23	100	2.0%
24	99	2.0%
32	93	1.9%
16	91	1.8%
Other values (256)	3984	79.7%

Minimum 5 values

Value	Count	Frequency (%)
9	83	1.7%
10	55	1.1%
11	57	1.1%
12	52	1.0%
13	56	1.1%

Maximum 5 values

Value	Count	Frequency (%)
1073	1	< 0.1%
995	1	< 0.1%
780	1	< 0.1%
642	1	< 0.1%
575	1	< 0.1%

internet
Numeric

Distinct count	5
Unique (%)	0.1%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	1.1996
Minimum	0
Maximum	4
Zeros (%)	50.0%

Toggle details

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	1
Q3	2
95-th percentile	4
Maximum	4
Range	4
Interquartile range	2

Descriptive statistics

Standard deviation	1.449337765
Coef of variation	1.208184199
Kurtosis	-0.8385647798
Mean	1.1996
MAD	1.26043648
Skewness	0.8084050647
Sum	5998
Variance	2.100579956
Memory size	39.1 KiB

Histogram with fixed size bins (bins=5)

Histogram with variable size bins (bins=[0. 0.5 1.5 3.5 4. ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
0	2498	50.0%
1	774	15.5%
3	598	12.0%
4	585	11.7%
2	545	10.9%

Minimum 5 values

Value	Count	Frequency (%)
0	2498	50.0%
1	774	15.5%
2	545	10.9%
3	598	12.0%
4	585	11.7%

Maximum 5 values

Value	Count	Frequency (%)
4	585	11.7%
3	598	12.0%
2	545	10.9%
1	774	15.5%
0	2498	50.0%

jobcat
Numeric

Distinct count	6
Unique (%)	0.1%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	2.7528
Minimum	1
Maximum	6
Zeros (%)	0.0%

Toggle details

Quantile statistics

Minimum	1
5-th percentile	1
Q1	1
Median	2
Q3	4
95-th percentile	6
Maximum	6
Range	5
Interquartile range	3

Descriptive statistics

Standard deviation	1.737899945
Coef of variation	0.631320817
Kurtosis	-0.7587698514
Mean	2.7528
MAD	1.46699136
Skewness	0.7980652472
Sum	13764
Variance	3.020296219
Memory size	39.1 KiB

Histogram with fixed size bins (bins=6)

Value	Count	Frequency (%)
2	1640	32.8%
1	1388	27.8%
6	688	13.8%
3	620	12.4%
5	452	9.0%
4	212	4.2%

Minimum 5 values

Value	Count	Frequency (%)
1	1388	27.8%
2	1640	32.8%
3	620	12.4%
4	212	4.2%
5	452	9.0%

Maximum 5 values

Value	Count	Frequency (%)
6	688	13.8%
5	452	9.0%
4	212	4.2%
3	620	12.4%
2	1640	32.8%

jobsat
Numeric

Distinct count	5
Unique (%)	0.1%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	2.9642
Minimum	1
Maximum	5
Zeros (%)	0.0%

Toggle details

Quantile statistics

Minimum	1
5-th percentile	1
Q1	2
Median	3
Q3	4
95-th percentile	5
Maximum	5
Range	4
Interquartile range	2

Descriptive statistics

Standard deviation	1.37945603
Coef of variation	0.4653721174
Kurtosis	-1.236731377
Mean	2.9642
MAD	1.16367408
Skewness	0.02675024957
Sum	14821
Variance	1.90289894
Memory size	39.1 KiB

Histogram with fixed size bins (bins=5)

Histogram with variable size bins (bins=[1. 1.5 4.5 5. ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
3	1085	21.7%
2	1031	20.6%
4	1016	20.3%
1	975	19.5%
5	893	17.9%

Minimum 5 values

Value	Count	Frequency (%)
1	975	19.5%
2	1031	20.6%
3	1085	21.7%
4	1016	20.3%
5	893	17.9%

Maximum 5 values

Value	Count	Frequency (%)
5	893	17.9%
4	1016	20.3%
3	1085	21.7%
2	1031	20.6%
1	975	19.5%

lncardmon
Highly correlated

This variable is highly correlated with cardmon and should be ignored for analysis

Correlation	0.9168665419

lncardten
Numeric

Distinct count	697
Unique (%)	13.9%
Missing (%)	28.4%
Missing (n)	1422
Infinite (%)	0.0%
Infinite (n)	0

Mean	6.42630873
Minimum	1.558144618
Maximum	9.525516009
Zeros (%)	0.0%

Toggle details

Quantile statistics

Minimum	1.558144618
5-th percentile	4.094344562
Q1	5.857933154
Median	6.639875834
Q3	7.218909708
95-th percentile	7.923257452
Maximum	9.525516009
Range	7.967371391
Interquartile range	1.360976553

Descriptive statistics

Standard deviation	1.172049668
Coef of variation	0.1823830316
Kurtosis	2.026584691
Mean	6.42630873
MAD	0.8842663989
Skewness	-1.171372066
Sum	22993.33264
Variance	1.373700425
Memory size	39.1 KiB

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
6.380122537	21	0.4%
5.940171253	20	0.4%
5.298317367	20	0.4%
3.80666249	19	0.4%
5.272999559	19	0.4%
6.214608098	19	0.4%
6.075346031	18	0.4%
5.686975356	18	0.4%
5.799092654	18	0.4%
5.393627546	18	0.4%
Other values (686)	3388	67.8%
(Missing)	1422	28.4%

Minimum 5 values

Value	Count	Frequency (%)
1.558144618	1	< 0.1%
1.609437912	17	0.3%
1.658228077	1	< 0.1%
2.047692843	1	< 0.1%
2.079441542	1	< 0.1%

Maximum 5 values

Value	Count	Frequency (%)
9.525516009	1	< 0.1%
9.2023082	1	< 0.1%
8.896998553	1	< 0.1%
8.869960511	1	< 0.1%
8.770283819	1	< 0.1%

lncreddebt
Numeric

Distinct count	4942
Unique (%)	98.8%
Missing (%)	< 0.1%
Missing (n)	1
Infinite (%)	0.0%
Infinite (n)	0

Mean	-0.1304535217
Minimum	-6.59733372
Maximum	4.692013679
Zeros (%)	0.0%

Toggle details

Quantile statistics

Minimum	-6.59733372
5-th percentile	-2.291603612
Q1	-0.9526851128
Median	-0.07610596682
Q3	0.7246652046
95-th percentile	1.852297333
Maximum	4.692013679
Range	11.2893474
Interquartile range	1.677350317

Descriptive statistics

Standard deviation	1.273058389
Coef of variation	-9.758712315
Kurtosis	0.4926200073
Mean	-0.1304535217
MAD	0.9985671867
Skewness	-0.2950873094
Sum	-652.1371549
Variance	1.620677661
Memory size	39.1 KiB

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.2263384422	2	< 0.1%
-0.5028574541	2	< 0.1%
-0.981229333	2	< 0.1%
-1.761890036	2	< 0.1%
-0.12284583	2	< 0.1%
-0.9930637907	2	< 0.1%
-1.151987749	2	< 0.1%
0.0174469136	2	< 0.1%
-2.041929981	2	< 0.1%
-1.444465994	2	< 0.1%
Other values (4931)	4979	99.6%

Minimum 5 values

Value	Count	Frequency (%)
-6.59733372	1	< 0.1%
-5.681042988	1	< 0.1%
-5.310389948	1	< 0.1%
-5.060245795	1	< 0.1%
-4.944145553	1	< 0.1%

Maximum 5 values

Value	Count	Frequency (%)
4.692013679	1	< 0.1%
4.211992033	1	< 0.1%
3.885771921	1	< 0.1%
3.789755027	1	< 0.1%
3.740012111	1	< 0.1%

lnequipmon
Highly correlated

This variable is highly correlated with equipmon and should be ignored for analysis

Correlation	0.9793110404

lnequipten
Numeric

Distinct count	1683
Unique (%)	33.7%
Missing (%)	65.9%
Missing (n)	3296
Infinite (%)	0.0%
Infinite (n)	0

Mean	6.747296394
Minimum	2.48906466
Maximum	8.783442208
Zeros (%)	0.0%

Toggle details

Quantile statistics

Minimum	2.48906466
5-th percentile	4.251229863
Q1	6.171570108
Median	7.050556063
Q3	7.649835304
95-th percentile	8.117630841
Maximum	8.783442208
Range	6.294377548
Interquartile range	1.478265196

Descriptive statistics

Standard deviation	1.19923353
Coef of variation	0.1777354158
Kurtosis	0.8131512613
Mean	6.747296394
MAD	0.9415741024
Skewness	-1.106618609
Sum	11497.39306
Variance	1.43816106
Memory size	39.1 KiB

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
7.138350994	2	< 0.1%
3.701301974	2	< 0.1%
7.55945527	2	< 0.1%
7.929594509	2	< 0.1%
6.550651672	2	< 0.1%
6.350623902	2	< 0.1%
6.616466711	2	< 0.1%
7.765526671	2	< 0.1%
6.714534541	2	< 0.1%
5.033700567	2	< 0.1%
Other values (1672)	1684	33.7%
(Missing)	3296	65.9%

Minimum 5 values

Value	Count	Frequency (%)
2.48906466	1	< 0.1%
2.684440335	1	< 0.1%
2.697999865	1	< 0.1%
2.778819272	1	< 0.1%
2.839078464	1	< 0.1%

Maximum 5 values

Value	Count	Frequency (%)
8.783442208	1	< 0.1%
8.725661587	1	< 0.1%
8.701961752	1	< 0.1%
8.69898961	1	< 0.1%
8.551488332	1	< 0.1%

lninc
Highly correlated

This variable is highly correlated with inccat and should be ignored for analysis

Correlation	0.9487921563

lnlongmon
Numeric

Distinct count	866
Unique (%)	17.3%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	2.288779163
Minimum	-0.1053605157
Maximum	5.19212317
Zeros (%)	< 0.1%

Toggle details

Quantile statistics

Minimum	-0.1053605157
5-th percentile	1.064710737
Q1	1.740466175
Median	2.256541154
Q3	2.806386102
95-th percentile	3.604341892
Maximum	5.19212317
Range	5.297483686
Interquartile range	1.065919927

Descriptive statistics

Standard deviation	0.7751778977
Coef of variation	0.3386861914
Kurtosis	-0.08563006282
Mean	2.288779163
MAD	0.6218329296
Skewness	0.1735480315
Sum	11443.89582
Variance	0.6009007731
Memory size	39.1 KiB

Histogram with fixed size bins (bins=50)

Histogram with variable size bins (bins=[-0.10536052 0.54512202 0.79969379 1.05601487 1.28783051 ... 3.32952194 3.66803858 4.00049155 4.44117434 5.19212317], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
1.435084525	31	0.6%
1.609437912	29	0.6%
2.066862759	28	0.6%
1.731655545	25	0.5%
2.014903021	25	0.5%
1.558144618	24	0.5%
1.373715579	24	0.5%
1.638996715	24	0.5%
1.599387577	24	0.5%
1.515127233	23	0.5%
Other values (856)	4743	94.9%

Minimum 5 values

Value	Count	Frequency (%)
-0.1053605157	2	< 0.1%
-0.05129329439	1	< 0.1%
0	1	< 0.1%
0.04879016417	1	< 0.1%
0.0953101798	2	< 0.1%

Maximum 5 values

Value	Count	Frequency (%)
5.19212317	1	< 0.1%
4.943069975	1	< 0.1%
4.86753445	1	< 0.1%
4.741011409	1	< 0.1%
4.734003058	1	< 0.1%

lnlongten
Highly correlated

This variable is highly correlated with lnlongmon and should be ignored for analysis

Correlation	0.9217106724

lnothdebt
Numeric

Distinct count	4973
Unique (%)	99.5%
Missing (%)	< 0.1%
Missing (n)	1
Infinite (%)	0.0%
Infinite (n)	0

Mean	0.6969152599
Minimum	-4.092107067
Maximum	4.952010983
Zeros (%)	0.0%

Toggle details

Quantile statistics

Minimum	-4.092107067
5-th percentile	-1.24348344
Q1	-0.01898650935
Median	0.7415372647
Q3	1.462053291
95-th percentile	2.469586375
Maximum	4.952010983
Range	9.04411805
Interquartile range	1.4810398

Descriptive statistics

Standard deviation	1.128578241
Coef of variation	1.619390916
Kurtosis	0.3024173635
Mean	0.6969152599
MAD	0.8908609447
Skewness	-0.2320881386
Sum	3483.879384
Variance	1.273688846
Memory size	39.1 KiB

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.1069081175	3	0.1%
0.320821834	2	< 0.1%
0.5865458955	2	< 0.1%
-1.706830258	2	< 0.1%
0.1972495774	2	< 0.1%
1.052275113	2	< 0.1%
-0.1026973982	2	< 0.1%
-0.8003093182	2	< 0.1%
0.6127394063	2	< 0.1%
-1.034601407	2	< 0.1%
Other values (4962)	4978	99.6%

Minimum 5 values

Value	Count	Frequency (%)
-4.092107067	1	< 0.1%
-3.880718156	1	< 0.1%
-3.85328251	1	< 0.1%
-3.798426499	1	< 0.1%
-3.309074093	1	< 0.1%

Maximum 5 values

Value	Count	Frequency (%)
4.952010983	1	< 0.1%
4.62799182	1	< 0.1%
4.203615921	1	< 0.1%
4.092846641	1	< 0.1%
4.083894146	1	< 0.1%

lntollmon
Numeric

Distinct count	234
Unique (%)	4.7%
Missing (%)	52.4%
Missing (n)	2622
Infinite (%)	0.0%
Infinite (n)	0

Mean	3.243229787
Minimum	2.079441542
Maximum	4.622518824
Zeros (%)	0.0%

Toggle details

Quantile statistics

Minimum	2.079441542
5-th percentile	2.583997552
Q1	2.970414466
Median	3.228826156
Q3	3.518980417
95-th percentile	3.926911618
Maximum	4.622518824
Range	2.543077283
Interquartile range	0.5485659517

Descriptive statistics

Standard deviation	0.4046585633
Coef of variation	0.1247702413
Kurtosis	-0.149906441
Mean	3.243229787
MAD	0.3246260478
Skewness	0.1207847652
Sum	7712.400435
Variance	0.1637485528
Memory size	39.1 KiB

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
3.124565145	33	0.7%
2.890371758	33	0.7%
3.17805383	32	0.6%
3.135494216	31	0.6%
3.091042453	30	0.6%
3.16758253	30	0.6%
2.995732274	29	0.6%
2.970414466	29	0.6%
2.944438979	29	0.6%
2.983153491	28	0.6%
Other values (223)	2074	41.5%
(Missing)	2622	52.4%

Minimum 5 values

Value	Count	Frequency (%)
2.079441542	1	< 0.1%
2.140066163	2	< 0.1%
2.1690537	2	< 0.1%
2.197224577	1	< 0.1%
2.251291799	4	0.1%

Maximum 5 values

Value	Count	Frequency (%)
4.622518824	1	< 0.1%
4.59764192	1	< 0.1%
4.551241844	1	< 0.1%
4.454347296	1	< 0.1%
4.442651256	1	< 0.1%

lntollten
Highly correlated

This variable is highly correlated with lnlongten and should be ignored for analysis

Correlation	0.9313928143

lnwiremon
Numeric

Distinct count	746
Unique (%)	14.9%
Missing (%)	73.1%
Missing (n)	3656
Infinite (%)	0.0%
Infinite (n)	0

Mean	3.605000681
Minimum	2.541601993
Maximum	5.227089857
Zeros (%)	0.0%

Toggle details

Quantile statistics

Minimum	2.541601993
5-th percentile	2.992964163
Q1	3.3304172
Median	3.597996723
Q3	3.865193315
95-th percentile	4.267281665
Maximum	5.227089857
Range	2.685487864
Interquartile range	0.5347761156

Descriptive statistics

Standard deviation	0.3901016527
Coef of variation	0.1082112563
Kurtosis	0.185025699
Mean	3.605000681
MAD	0.3099890958
Skewness	0.2936358749
Sum	4845.120915
Variance	0.1521792994
Memory size	39.1 KiB

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
3.535145354	9	0.2%
3.471966453	7	0.1%
3.3304172	7	0.1%
3.133317937	7	0.1%
3.671224519	6	0.1%
3.113515309	6	0.1%
3.32323584	5	0.1%
3.326832966	5	0.1%
3.568123253	5	0.1%
3.321432413	5	0.1%
Other values (735)	1282	25.6%
(Missing)	3656	73.1%

Minimum 5 values

Value	Count	Frequency (%)
2.541601993	1	< 0.1%
2.63905733	1	< 0.1%
2.677590994	1	< 0.1%
2.687847494	2	< 0.1%
2.694627181	1	< 0.1%

Maximum 5 values

Value	Count	Frequency (%)
5.227089857	1	< 0.1%
5.106854152	1	< 0.1%
4.901192383	1	< 0.1%
4.873287103	1	< 0.1%
4.779963476	1	< 0.1%

lnwireten
Highly correlated

This variable is highly correlated with lntollten and should be ignored for analysis

Correlation	0.9469067536

longmon
Numeric

Distinct count	866
Unique (%)	17.3%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	13.47145
Minimum	0.9
Maximum	179.85
Zeros (%)	0.0%

Toggle details

Quantile statistics

Minimum	0.9
5-th percentile	2.9
Q1	5.7
Median	9.55
Q3	16.55
95-th percentile	36.7575
Maximum	179.85
Range	178.95
Interquartile range	10.85

Descriptive statistics

Standard deviation	12.77338116
Coef of variation	0.9481816107
Kurtosis	18.50338971
Mean	13.47145
MAD	8.40494282
Skewness	3.271922723
Sum	67357.25
Variance	163.1592663
Memory size	39.1 KiB

Histogram with fixed size bins (bins=50)

Histogram with variable size bins (bins=[ 0.9 1.725 2.875 8.925 11.225 ... 39.175 54.625 78.925 114.15 179.85 ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
4.2	31	0.6%
5	29	0.6%
7.9	28	0.6%
5.65	25	0.5%
7.5	25	0.5%
5.15	24	0.5%
4.75	24	0.5%
3.95	24	0.5%
4.95	24	0.5%
4.3	23	0.5%
Other values (856)	4743	94.9%

Minimum 5 values

Value	Count	Frequency (%)
0.9	2	< 0.1%
0.95	1	< 0.1%
1	1	< 0.1%
1.05	1	< 0.1%
1.1	2	< 0.1%

Maximum 5 values

Value	Count	Frequency (%)
179.85	1	< 0.1%
140.2	1	< 0.1%
130	1	< 0.1%
114.55	1	< 0.1%
113.75	1	< 0.1%

longten
Highly correlated

This variable is highly correlated with longmon and should be ignored for analysis

Correlation	0.9856982538

marital
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing (%)	0.0%
Missing (n)	0

0	2599
1	2401

Toggle details

Value	Count	Frequency (%)
0	2599	52.0%
1	2401	48.0%

multline
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing (%)	0.0%
Missing (n)	0

0	2558
1	2442

Toggle details

Value	Count	Frequency (%)
0	2558	51.2%
1	2442	48.8%

news
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing (%)	0.0%
Missing (n)	0

0	2637
1	2363

Toggle details

Value	Count	Frequency (%)
0	2637	52.7%
1	2363	47.3%

othdebt
Numeric

Distinct count	4973
Unique (%)	99.5%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	3.654460154
Minimum	0
Maximum	141.45915
Zeros (%)	< 0.1%

Toggle details

Quantile statistics

Minimum	0
5-th percentile	0.2876923
Q1	0.9803015
Median	2.09854
Q3	4.31478
95-th percentile	11.8159808
Maximum	141.45915
Range	141.45915
Interquartile range	3.3344785

Descriptive statistics

Standard deviation	5.395171563
Coef of variation	1.476325185
Kurtosis	125.1452338
Mean	3.654460154
MAD	2.972029644
Skewness	7.589924316
Sum	18272.30077
Variance	29.10787619
Memory size	39.1 KiB

Histogram with fixed size bins (bins=50)

Histogram with variable size bins (bins=[0.00000000e+00 7.60125000e-02 1.75221000e-01 1.38867750e+00 1.85111200e+00 ... 1.71072630e+01 2.45548980e+01 3.69997685e+01 6.34190460e+01 1.41459150e+02], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
1.112832	3	0.1%
4.6926	2	< 0.1%
4.45536	2	< 0.1%
1.218048	2	< 0.1%
1.131624	2	< 0.1%
0.18144	2	< 0.1%
0.531696	2	< 0.1%
2.86416	2	< 0.1%
0.355368	2	< 0.1%
2.280096	2	< 0.1%
Other values (4963)	4979	99.6%

Minimum 5 values

Value	Count	Frequency (%)
0	1	< 0.1%
0.016704	1	< 0.1%
0.020636	1	< 0.1%
0.02121	1	< 0.1%
0.022406	1	< 0.1%

Maximum 5 values

Value	Count	Frequency (%)
141.45915	1	< 0.1%
102.308404	1	< 0.1%
66.9279	1	< 0.1%
59.910192	1	< 0.1%
59.37624	1	< 0.1%

owncd
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing (%)	0.0%
Missing (n)	0

1	4664
0	336

Toggle details

Value	Count	Frequency (%)
1	4664	93.3%
0	336	6.7%

owndvd
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing (%)	0.0%
Missing (n)	0

1	4568
0	432

Toggle details

Value	Count	Frequency (%)
1	4568	91.4%
0	432	8.6%

ownfax
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing (%)	0.0%
Missing (n)	0

0	4106
1	894

Toggle details

Value	Count	Frequency (%)
0	4106	82.1%
1	894	17.9%

owngame
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing (%)	0.0%
Missing (n)	0

0	2626
1	2374

Toggle details

Value	Count	Frequency (%)
0	2626	52.5%
1	2374	47.5%

ownipod
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing (%)	0.0%
Missing (n)	0

0	2604
1	2396

Toggle details

Value	Count	Frequency (%)
0	2604	52.1%
1	2396	47.9%

ownpc
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing (%)	0.0%
Missing (n)	0

1	3164
0	1836

Toggle details

Value	Count	Frequency (%)
1	3164	63.3%
0	1836	36.7%

ownpda
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing (%)	0.0%
Missing (n)	0

0	3995
1	1005

Toggle details

Value	Count	Frequency (%)
0	3995	79.9%
1	1005	20.1%

owntv
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing (%)	0.0%
Missing (n)	0

1	4915
0	85

Toggle details

Value	Count	Frequency (%)
1	4915	98.3%
0	85	1.7%

ownvcr
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing (%)	0.0%
Missing (n)	0

1	4578
0	422

Toggle details

Value	Count	Frequency (%)
1	4578	91.6%
0	422	8.4%

pager
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing (%)	0.0%
Missing (n)	0

0	3782
1	1218

Toggle details

Value	Count	Frequency (%)
0	3782	75.6%
1	1218	24.4%

pets
Numeric

Distinct count	20
Unique (%)	0.4%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	3.0674
Minimum	0
Maximum	21
Zeros (%)	30.6%

Toggle details

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	2
Q3	5
95-th percentile	10
Maximum	21
Range	21
Interquartile range	5

Descriptive statistics

Standard deviation	3.414496888
Coef of variation	1.113156709
Kurtosis	0.895993109
Mean	3.0674
MAD	2.78138616
Skewness	1.193780026
Sum	15337
Variance	11.658789
Memory size	39.1 KiB

Histogram with fixed size bins (bins=20)

Histogram with variable size bins (bins=[ 0. 0.5 1.5 2.5 3.5 ... 10.5 12.5 13.5 17. 21. ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
0	1529	30.6%
1	780	15.6%
2	586	11.7%
3	376	7.5%
5	298	6.0%
4	284	5.7%
6	256	5.1%
7	246	4.9%
8	178	3.6%
9	170	3.4%
Other values (10)	297	5.9%

Minimum 5 values

Value	Count	Frequency (%)
0	1529	30.6%
1	780	15.6%
2	586	11.7%
3	376	7.5%
4	284	5.7%

Maximum 5 values

Value	Count	Frequency (%)
21	1	< 0.1%
19	3	0.1%
18	1	< 0.1%
16	9	0.2%
15	10	0.2%

pets_birds
Numeric

Distinct count	6
Unique (%)	0.1%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	0.1104
Minimum	0
Maximum	5
Zeros (%)	94.0%

Toggle details

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0
Q3	0
95-th percentile	1
Maximum	5
Range	5
Interquartile range	0

Descriptive statistics

Standard deviation	0.4942273689
Coef of variation	4.476697182
Kurtosis	29.8226173
Mean	0.1104
MAD	0.20746368
Skewness	5.246435978
Sum	552
Variance	0.2442606921
Memory size	39.1 KiB

Histogram with fixed size bins (bins=6)

Value	Count	Frequency (%)
0	4698	94.0%
1	144	2.9%
2	88	1.8%
3	49	1.0%
4	20	0.4%
5	1	< 0.1%

Minimum 5 values

Value	Count	Frequency (%)
0	4698	94.0%
1	144	2.9%
2	88	1.8%
3	49	1.0%
4	20	0.4%

Maximum 5 values

Value	Count	Frequency (%)
5	1	< 0.1%
4	20	0.4%
3	49	1.0%
2	88	1.8%
1	144	2.9%

pets_cats
Numeric

Distinct count	7
Unique (%)	0.1%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	0.5004
Minimum	0
Maximum	6
Zeros (%)	68.3%

Toggle details

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0
Q3	1
95-th percentile	2
Maximum	6
Range	6
Interquartile range	1

Descriptive statistics

Standard deviation	0.8607833813
Coef of variation	1.72019061
Kurtosis	3.505584293
Mean	0.5004
MAD	0.68314608
Skewness	1.880430439
Sum	2502
Variance	0.7409480296
Memory size	39.1 KiB

Histogram with fixed size bins (bins=7)

Histogram with variable size bins (bins=[0. 0.5 1.5 2.5 3.5 4.5 6. ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
0	3413	68.3%
1	923	18.5%
2	463	9.3%
3	160	3.2%
4	34	0.7%
5	5	0.1%
6	2	< 0.1%

Minimum 5 values

Value	Count	Frequency (%)
0	3413	68.3%
1	923	18.5%
2	463	9.3%
3	160	3.2%
4	34	0.7%

Maximum 5 values

Value	Count	Frequency (%)
6	2	< 0.1%
5	5	0.1%
4	34	0.7%
3	160	3.2%
2	463	9.3%

pets_dogs
Numeric

Distinct count	7
Unique (%)	0.1%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	0.3924
Minimum	0
Maximum	7
Zeros (%)	75.2%

Toggle details

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0
Q3	0
95-th percentile	2
Maximum	7
Range	7
Interquartile range	0

Descriptive statistics

Standard deviation	0.7960835319
Coef of variation	2.028755178
Kurtosis	5.87836191
Mean	0.3924
MAD	0.59048352
Skewness	2.330117657
Sum	1962
Variance	0.6337489898
Memory size	39.1 KiB

Histogram with fixed size bins (bins=7)

Histogram with variable size bins (bins=[0. 0.5 1.5 2.5 3.5 4.5 7. ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
0	3762	75.2%
1	720	14.4%
2	360	7.2%
3	117	2.3%
4	36	0.7%
5	4	0.1%
7	1	< 0.1%

Minimum 5 values

Value	Count	Frequency (%)
0	3762	75.2%
1	720	14.4%
2	360	7.2%
3	117	2.3%
4	36	0.7%

Maximum 5 values

Value	Count	Frequency (%)
7	1	< 0.1%
5	4	0.1%
4	36	0.7%
3	117	2.3%
2	360	7.2%

pets_freshfish
Numeric

Distinct count	17
Unique (%)	0.3%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	1.8474
Minimum	0
Maximum	16
Zeros (%)	69.2%

Toggle details

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0
Q3	4
95-th percentile	8
Maximum	16
Range	16
Interquartile range	4

Descriptive statistics

Standard deviation	3.074801477
Coef of variation	1.664394001
Kurtosis	1.034373422
Mean	1.8474
MAD	2.56404184
Skewness	1.45517328
Sum	9237
Variance	9.454404121
Memory size	39.1 KiB

Histogram with fixed size bins (bins=17)

Histogram with variable size bins (bins=[ 0. 0.5 1.5 2.5 3.5 7.5 9.5 11.5 12.5 16. ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
0	3462	69.2%
5	261	5.2%
6	251	5.0%
7	229	4.6%
4	222	4.4%
8	134	2.7%
3	130	2.6%
9	110	2.2%
2	63	1.3%
10	54	1.1%
Other values (7)	84	1.7%

Minimum 5 values

Value	Count	Frequency (%)
0	3462	69.2%
1	17	0.3%
2	63	1.3%
3	130	2.6%
4	222	4.4%

Maximum 5 values

Value	Count	Frequency (%)
16	1	< 0.1%
15	5	0.1%
14	4	0.1%
13	4	0.1%
12	18	0.4%

pets_reptiles
Numeric

Distinct count	7
Unique (%)	0.1%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	0.0556
Minimum	0
Maximum	6
Zeros (%)	96.4%

Toggle details

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0
Q3	0
95-th percentile	0
Maximum	6
Range	6
Interquartile range	0

Descriptive statistics

Standard deviation	0.325775791
Coef of variation	5.859276816
Kurtosis	72.82864835
Mean	0.0556
MAD	0.10715232
Skewness	7.586118061
Sum	278
Variance	0.106129866
Memory size	39.1 KiB

Histogram with fixed size bins (bins=7)

Histogram with variable size bins (bins=[0. 0.5 1.5 2.5 3.5 6. ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
0	4818	96.4%
1	114	2.3%
2	46	0.9%
3	19	0.4%
6	1	< 0.1%
5	1	< 0.1%
4	1	< 0.1%

Minimum 5 values

Value	Count	Frequency (%)
0	4818	96.4%
1	114	2.3%
2	46	0.9%
3	19	0.4%
4	1	< 0.1%

Maximum 5 values

Value	Count	Frequency (%)
6	1	< 0.1%
5	1	< 0.1%
4	1	< 0.1%
3	19	0.4%
2	46	0.9%

pets_saltfish
Numeric

Distinct count	9
Unique (%)	0.2%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	0.0466
Minimum	0
Maximum	8
Zeros (%)	98.8%

Toggle details

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0
Q3	0
95-th percentile	0
Maximum	8
Range	8
Interquartile range	0

Descriptive statistics

Standard deviation	0.4695450293
Coef of variation	10.07607359
Kurtosis	133.344304
Mean	0.0466
MAD	0.09211888
Skewness	11.19356771
Sum	233
Variance	0.2204725345
Memory size	39.1 KiB

Histogram with fixed size bins (bins=9)

Histogram with variable size bins (bins=[0. 0.5 6.5 8. ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
0	4942	98.8%
3	11	0.2%
6	11	0.2%
2	11	0.2%
4	10	0.2%
5	8	0.2%
7	3	0.1%
1	3	0.1%
8	1	< 0.1%

Minimum 5 values

Value	Count	Frequency (%)
0	4942	98.8%
1	3	0.1%
2	11	0.2%
3	11	0.2%
4	10	0.2%

Maximum 5 values

Value	Count	Frequency (%)
8	1	< 0.1%
7	3	0.1%
6	11	0.2%
5	8	0.2%
4	10	0.2%

pets_small
Numeric

Distinct count	8
Unique (%)	0.2%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	0.1146
Minimum	0
Maximum	7
Zeros (%)	95.0%

Toggle details

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0
Q3	0
95-th percentile	1
Maximum	7
Range	7
Interquartile range	0

Descriptive statistics

Standard deviation	0.5687983354
Coef of variation	4.96333626
Kurtosis	39.15415145
Mean	0.1146
MAD	0.21769416
Skewness	5.908675747
Sum	573
Variance	0.3235315463
Memory size	39.1 KiB

Histogram with fixed size bins (bins=8)

Histogram with variable size bins (bins=[0. 0.5 2.5 3.5 4.5 7. ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
0	4749	95.0%
2	83	1.7%
1	78	1.6%
3	50	1.0%
4	26	0.5%
5	10	0.2%
6	3	0.1%
7	1	< 0.1%

Minimum 5 values

Value	Count	Frequency (%)
0	4749	95.0%
1	78	1.6%
2	83	1.7%
3	50	1.0%
4	26	0.5%

Maximum 5 values

Value	Count	Frequency (%)
7	1	< 0.1%
6	3	0.1%
5	10	0.2%
4	26	0.5%
3	50	1.0%

polcontrib
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing (%)	0.0%
Missing (n)	0

0	3808
1	1192

Toggle details

Value	Count	Frequency (%)
0	3808	76.2%
1	1192	23.8%

polparty
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing (%)	0.0%
Missing (n)	0

0	3093
1	1907

Toggle details

Value	Count	Frequency (%)
0	3093	61.9%
1	1907	38.1%

polview
Numeric

Distinct count	7
Unique (%)	0.1%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	4.0886
Minimum	1
Maximum	7
Zeros (%)	0.0%

Toggle details

Quantile statistics

Minimum	1
5-th percentile	2
Q1	3
Median	4
Q3	5
95-th percentile	6
Maximum	7
Range	6
Interquartile range	2

Descriptive statistics

Standard deviation	1.387059778
Coef of variation	0.3392505449
Kurtosis	-0.5311967079
Mean	4.0886
MAD	1.07022832
Skewness	-0.1983400055
Sum	20443
Variance	1.923934827
Memory size	39.1 KiB

Histogram with fixed size bins (bins=7)

Histogram with variable size bins (bins=[1. 1.5 3.5 4.5 6.5 7. ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
4	1733	34.7%
5	893	17.9%
6	843	16.9%
3	659	13.2%
2	623	12.5%
1	163	3.3%
7	86	1.7%

Minimum 5 values

Value	Count	Frequency (%)
1	163	3.3%
2	623	12.5%
3	659	13.2%
4	1733	34.7%
5	893	17.9%

Maximum 5 values

Value	Count	Frequency (%)
7	86	1.7%
6	843	16.9%
5	893	17.9%
4	1733	34.7%
3	659	13.2%

reason
Numeric

Distinct count	5
Unique (%)	0.1%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	7.6368
Minimum	1
Maximum	9
Zeros (%)	0.0%

Toggle details

Quantile statistics

Minimum	1
5-th percentile	1
Q1	9
Median	9
Q3	9
95-th percentile	9
Maximum	9
Range	8
Interquartile range	0

Descriptive statistics

Standard deviation	2.8500018
Coef of variation	0.3731931962
Kurtosis	0.8480470924
Mean	7.6368
MAD	2.20947456
Skewness	-1.658556525
Sum	38184
Variance	8.122510262
Memory size	39.1 KiB

Histogram with fixed size bins (bins=5)

Value	Count	Frequency (%)
9	4052	81.0%
1	447	8.9%
2	339	6.8%
4	105	2.1%
3	57	1.1%

Minimum 5 values

Value	Count	Frequency (%)
1	447	8.9%
2	339	6.8%
3	57	1.1%
4	105	2.1%
9	4052	81.0%

Maximum 5 values

Value	Count	Frequency (%)
9	4052	81.0%
4	105	2.1%
3	57	1.1%
2	339	6.8%
1	447	8.9%

region
Numeric

Distinct count	5
Unique (%)	0.1%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	3.0014
Minimum	1
Maximum	5
Zeros (%)	0.0%

Toggle details

Quantile statistics

Minimum	1
5-th percentile	1
Q1	2
Median	3
Q3	4
95-th percentile	5
Maximum	5
Range	4
Interquartile range	2

Descriptive statistics

Standard deviation	1.421760289
Coef of variation	0.4736990369
Kurtosis	-1.308981878
Mean	3.0014
MAD	1.20688392
Skewness	0.005052460523
Sum	15007
Variance	2.02140232
Memory size	39.1 KiB

Histogram with fixed size bins (bins=5)

Histogram with variable size bins (bins=[1. 1.5 4.5 5. ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
5	1027	20.5%
1	1009	20.2%
3	1003	20.1%
2	995	19.9%
4	966	19.3%

Minimum 5 values

Value	Count	Frequency (%)
1	1009	20.2%
2	995	19.9%
3	1003	20.1%
4	966	19.3%
5	1027	20.5%

Maximum 5 values

Value	Count	Frequency (%)
5	1027	20.5%
4	966	19.3%
3	1003	20.1%
2	995	19.9%
1	1009	20.2%

reside
Numeric

Distinct count	9
Unique (%)	0.2%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	2.204
Minimum	1
Maximum	9
Zeros (%)	0.0%

Toggle details

Quantile statistics

Minimum	1
5-th percentile	1
Q1	1
Median	2
Q3	3
95-th percentile	5
Maximum	9
Range	8
Interquartile range	2

Descriptive statistics

Standard deviation	1.393977272
Coef of variation	0.6324760762
Kurtosis	1.007473573
Mean	2.204
MAD	1.0997632
Skewness	1.228809422
Sum	11020
Variance	1.943172635
Memory size	39.1 KiB

Histogram with fixed size bins (bins=9)

Histogram with variable size bins (bins=[1. 1.5 2.5 4.5 5.5 6.5 7.5 9. ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
1	2035	40.7%
2	1467	29.3%
3	552	11.0%
4	521	10.4%
5	288	5.8%
6	99	2.0%
7	29	0.6%
8	7	0.1%
9	2	< 0.1%

Minimum 5 values

Value	Count	Frequency (%)
1	2035	40.7%
2	1467	29.3%
3	552	11.0%
4	521	10.4%
5	288	5.8%

Maximum 5 values

Value	Count	Frequency (%)
9	2	< 0.1%
8	7	0.1%
7	29	0.6%
6	99	2.0%
5	288	5.8%

response_01
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing (%)	0.0%
Missing (n)	0

0	4582
1	418

Toggle details

Value	Count	Frequency (%)
0	4582	91.6%
1	418	8.4%

response_02
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing (%)	0.0%
Missing (n)	0

0	4351
1	649

Toggle details

Value	Count	Frequency (%)
0	4351	87.0%
1	649	13.0%

response_03
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing (%)	0.0%
Missing (n)	0

0	4487
1	513

Toggle details

Value	Count	Frequency (%)
0	4487	89.7%
1	513	10.3%

retire
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing (%)	0.0%
Missing (n)	0

0	4262
1	738

Toggle details

Value	Count	Frequency (%)
0	4262	85.2%
1	738	14.8%

spoused
Highly correlated

This variable is highly correlated with marital and should be ignored for analysis

Correlation	0.9557686636

spousedcat
Highly correlated

This variable is highly correlated with spoused and should be ignored for analysis

Correlation	0.9840285958

telecommute
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing (%)	0.0%
Missing (n)	0

0	4060
1	940

Toggle details

Value	Count	Frequency (%)
0	4060	81.2%
1	940	18.8%

tenure
Highly correlated

This variable is highly correlated with lnlongten and should be ignored for analysis

Correlation	0.9268535788

tollfree
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing (%)	0.0%
Missing (n)	0

0	2622
1	2378

Toggle details

Value	Count	Frequency (%)
0	2622	52.4%
1	2378	47.6%

tollmon
Highly correlated

This variable is highly correlated with lntollmon and should be ignored for analysis

Correlation	0.937831384

tollten
Numeric

Distinct count	2323
Unique (%)	46.5%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	577.83251
Minimum	0
Maximum	6923.45
Zeros (%)	52.4%

Toggle details

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0
Q3	885.45
95-th percentile	2620.2125
Maximum	6923.45
Range	6923.45
Interquartile range	885.45

Descriptive statistics

Standard deviation	949.1515863
Coef of variation	1.642606759
Kurtosis	4.879251859
Mean	577.83251
MAD	712.0215488
Skewness	2.089870155
Sum	2889162.55
Variance	900888.7338
Memory size	39.1 KiB

Histogram with fixed size bins (bins=50)

Histogram with variable size bins (bins=[0.000000e+00 4.375000e+00 9.375000e+00 1.812500e+01 3.787500e+02 ... 2.655075e+03 3.450125e+03 4.274575e+03 5.604325e+03 6.923450e+03], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
0	2622	52.4%
16.75	3	0.1%
1480.5	3	0.1%
10	3	0.1%
68.65	2	< 0.1%
423.2	2	< 0.1%
478.95	2	< 0.1%
17.75	2	< 0.1%
1325.8	2	< 0.1%
481.5	2	< 0.1%
Other values (2313)	2357	47.1%

Minimum 5 values

Value	Count	Frequency (%)
0	2622	52.4%
8.75	1	< 0.1%
10	3	0.1%
10.5	1	< 0.1%
10.75	1	< 0.1%

Maximum 5 values

Value	Count	Frequency (%)
6923.45	1	< 0.1%
6843	1	< 0.1%
6763.8	1	< 0.1%
6196.5	1	< 0.1%
5646.45	1	< 0.1%

townsize
Numeric

Distinct count	6
Unique (%)	0.1%
Missing (%)	< 0.1%
Missing (n)	2
Infinite (%)	0.0%
Infinite (n)	0

Mean	2.68727491
Minimum	1
Maximum	5
Zeros (%)	0.0%

Toggle details

Quantile statistics

Minimum	1
5-th percentile	1
Q1	1
Median	3
Q3	4
95-th percentile	5
Maximum	5
Range	4
Interquartile range	3

Descriptive statistics

Standard deviation	1.425924996
Coef of variation	0.5306211846
Kurtosis	-1.262774145
Mean	2.68727491
MAD	1.257779462
Skewness	0.2766152794
Sum	13431
Variance	2.033262094
Memory size	39.1 KiB

Histogram with fixed size bins (bins=6)

Value	Count	Frequency (%)
1	1436	28.7%
2	1048	21.0%
3	907	18.1%
4	857	17.1%
5	750	15.0%
(Missing)	2	< 0.1%

Minimum 5 values

Value	Count	Frequency (%)
1	1436	28.7%
2	1048	21.0%
3	907	18.1%
4	857	17.1%
5	750	15.0%

Maximum 5 values

Value	Count	Frequency (%)
5	750	15.0%
4	857	17.1%
3	907	18.1%
2	1048	21.0%
1	1436	28.7%

union
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing (%)	0.0%
Missing (n)	0

0	4244
1	756

Toggle details

Value	Count	Frequency (%)
0	4244	84.9%
1	756	15.1%

voice
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing (%)	0.0%
Missing (n)	0

0	3485
1	1515

Toggle details

Value	Count	Frequency (%)
0	3485	69.7%
1	1515	30.3%

vote
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing (%)	0.0%
Missing (n)	0

1	2590
0	2410

Toggle details

Value	Count	Frequency (%)
1	2590	51.8%
0	2410	48.2%

wireless
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing (%)	0.0%
Missing (n)	0

0	3656
1	1344

Toggle details

Value	Count	Frequency (%)
0	3656	73.1%
1	1344	26.9%

wiremon
Highly correlated

This variable is highly correlated with lnwiremon and should be ignored for analysis

Correlation	0.9538916564

wireten
Numeric

Distinct count	1328
Unique (%)	26.6%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	421.98461
Minimum	0
Maximum	12858.65
Zeros (%)	73.1%

Toggle details

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0
Q3	89.9625
95-th percentile	2687.9225
Maximum	12858.65
Range	12858.65
Interquartile range	89.9625

Descriptive statistics

Standard deviation	1001.003287
Coef of variation	2.372132213
Kurtosis	15.46436407
Mean	421.98461
MAD	646.8184915
Skewness	3.30420317
Sum	2109923.05
Variance	1002007.58
Memory size	39.1 KiB

Histogram with fixed size bins (bins=50)

Histogram with variable size bins (bins=[0.000000e+00 6.350000e+00 1.544000e+02 7.868000e+02 2.476950e+03 3.141400e+03 3.875850e+03 5.612075e+03 7.093050e+03 1.285865e+04], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
0	3656	73.1%
2182.05	2	< 0.1%
2386.25	2	< 0.1%
2323.8	2	< 0.1%
1062.75	2	< 0.1%
2049.85	2	< 0.1%
1199.2	2	< 0.1%
183.1	2	< 0.1%
20.9	2	< 0.1%
1073.95	2	< 0.1%
Other values (1318)	1326	26.5%

Minimum 5 values

Value	Count	Frequency (%)
0	3656	73.1%
12.7	1	< 0.1%
14.55	1	< 0.1%
14.6	1	< 0.1%
14.9	2	< 0.1%

Maximum 5 values

Value	Count	Frequency (%)
12858.65	1	< 0.1%
9851.15	1	< 0.1%
9039.8	1	< 0.1%
8675.05	1	< 0.1%
7217.1	1	< 0.1%

First rows

	active	address	addresscat	age	agecat	bfast	birthmonth	callcard	callid	callwait	carbought	carbuy	carcatvalue	card	card2	card2benefit	card2fee	card2spent	card2tenure	card2tenurecat	card2type	cardbenefit	cardfee	cardmon	cardspent	cardten	cardtenure	cardtenurecat	cardtype	carown	cars	cartype	carvalue	churn	commute	commutebike	commutebus	commutecar	commutecarpool	commutecat	commutemotorcycle	commutenonmotor	commutepublic	commuterail	commutetime	commutewalk	confer	creddebt	custid	debtinc	default	ebill	ed	edcat	empcat	employ	equip	equipmon	equipten	forward	gender	homeown	hometype	hourstv	inccat	income	internet	jobcat	jobsat	lncardmon	lncardten	lncreddebt	lnequipmon	lnequipten	lninc	lnlongmon	lnlongten	lnothdebt	lntollmon	lntollten	lnwiremon	lnwireten	longmon	longten	marital	multline	news	othdebt	owncd	owndvd	ownfax	owngame	ownipod	ownpc	ownpda	owntv	ownvcr	pager	pets	pets_cats	pets_dogs	pets_freshfish	pets_small	polcontrib	polparty	polview	reason	region	reside	response_01	response_02	retire	spoused	spousedcat	telecommute	tenure	tollfree	tollmon	tollten	townsize	union	voice	vote	wireless	wiremon	wireten
0	0	0	1	20	2	3	September	1	0	1	0	0	1	3	5	1	0	67.80	3	2	3	1	0	14.25	81.66	60.0	2	2	1	1	2	0	14.3	1	8	0	0	0	1	4	1	0	0	0	22.0	1	1	1.200909	3964-QJWTRG-NPN	11.1	1	0	15	3	1	0	1	29.50	126.10	1	1	0	2	13	2	31	0	1	1	2.656757	4.094345	0.183079	3.384390	4.837075	3.433987	1.871802	3.538057	0.806516	3.367296	5.081715	NaN	NaN	6.50	34.40	0	1	0	2.240091	0	1	0	1	1	0	0	1	1	1	0	0	0	0	0	0	1	6	9	1	3	0	1	0	-1	-1	0	5	1	29.00	161.05	2.0	1	1	1	0	0.00	0.00
1	1	2	1	22	2	1	May	1	1	0	0	0	1	2	4	3	0	34.94	4	2	1	1	0	16.00	42.60	610.0	4	2	4	1	2	1	6.8	0	1	1	1	1	0	1	0	1	0	0	29.0	0	0	1.222020	0648-AIPJSP-UVM	18.6	1	1	17	4	1	0	1	54.85	1975.00	1	0	1	3	18	1	15	4	2	1	2.772589	6.413459	0.200505	4.004602	7.588324	2.708050	2.186051	5.800909	0.449788	NaN	NaN	3.821004	7.428660	8.90	330.60	0	1	1	1.567980	1	1	1	1	1	1	1	1	1	1	6	0	0	6	0	0	1	4	9	5	2	0	0	0	-1	-1	1	39	0	0.00	0.00	5.0	0	1	0	1	45.65	1683.55
2	0	30	5	67	6	3	June	1	0	0	0	1	1	2	4	3	0	175.75	25	5	1	4	0	23.00	184.22	1410.0	35	5	1	1	3	1	18.8	0	4	0	1	1	1	3	0	0	0	1	24.0	0	0	0.928620	5195-TLUDJE-HVO	9.9	0	0	14	2	5	16	0	0.00	0.00	0	1	1	1	21	2	35	0	2	4	3.135494	7.251345	-0.074056	NaN	NaN	3.555348	3.346389	7.527444	0.930738	NaN	NaN	NaN	NaN	28.40	1858.35	1	1	1	2.536380	1	1	0	0	0	0	0	1	1	0	3	2	1	0	0	0	1	5	2	3	3	0	0	0	13	2	0	65	0	0.00	0.00	4.0	0	0	0	0	0.00	0.00
3	1	3	2	23	2	1	May	1	0	0	0	1	1	2	3	4	0	18.42	5	2	2	4	0	21.00	340.99	685.0	5	2	1	1	3	1	8.7	0	1	0	0	1	0	1	0	0	0	0	38.0	0	0	0.022800	4459-VLPQUH-3OL	5.7	1	1	16	3	1	0	0	0.00	0.00	0	0	1	3	26	1	20	2	2	2	3.044522	6.529419	-3.780995	NaN	NaN	2.995732	1.791759	5.295564	0.110826	NaN	NaN	NaN	NaN	6.00	199.45	1	1	1	1.117200	1	1	0	1	1	1	0	1	1	0	0	0	0	0	0	0	0	3	9	4	5	1	0	0	18	4	0	36	0	0.00	0.00	3.0	0	0	0	0	0.00	0.00
4	1	3	2	26	3	3	July	1	1	1	0	1	1	4	1	2	0	252.73	9	3	3	1	0	17.25	255.10	360.0	8	3	2	0	1	1	10.6	0	6	0	0	0	0	3	0	0	1	0	32.0	1	1	0.214659	8158-SMTQFB-CNO	1.7	0	0	16	3	1	1	0	0.00	0.00	1	0	0	2	27	1	23	3	2	1	2.847812	5.886104	-1.538705	NaN	NaN	3.135494	1.115142	4.305416	-1.735336	2.803360	5.960232	2.947067	6.018106	3.05	74.10	1	0	0	0.176341	1	1	0	1	0	1	0	1	1	0	0	0	0	0	0	0	0	4	9	2	4	0	1	0	13	2	0	21	1	16.50	387.70	2.0	0	1	0	1	19.05	410.80
5	0	31	5	64	5	3	August	1	1	1	-1	0	-1	2	3	2	1	0.00	9	3	3	1	1	28.25	228.27	765.0	18	5	4	-1	0	-1	-1.0	0	8	0	0	0	0	4	0	0	0	1	23.0	1	1	1.060584	9662-FUSYIM-1IV	5.6	0	0	17	4	5	22	1	35.50	970.95	1	0	1	1	21	4	107	0	3	2	3.341093	6.639876	0.058820	3.569533	6.878275	4.672829	2.091864	5.579352	1.595626	3.286534	6.588376	NaN	NaN	8.10	264.90	0	0	0	4.931416	1	1	0	0	0	0	1	1	1	1	11	1	1	7	2	0	0	4	9	4	1	0	1	0	-1	-1	0	28	1	26.75	726.60	4.0	0	0	0	0	0.00	0.00
6	0	21	4	52	5	2	July	0	0	0	1	0	2	5	2	4	0	130.14	2	2	3	1	1	0.00	822.32	0.0	3	2	3	1	2	0	25.6	0	4	1	1	1	0	3	0	0	0	0	32.0	1	0	0.501809	7432-QKQFJJ-K72	1.9	0	0	14	2	3	10	0	0.00	0.00	1	1	0	3	19	4	77	1	1	2	NaN	NaN	-0.689536	NaN	NaN	4.343805	1.335001	3.802208	-0.039582	NaN	NaN	NaN	NaN	3.80	44.80	0	0	0	0.961191	1	1	0	0	1	1	0	1	1	0	2	0	2	0	0	0	0	4	9	2	1	0	0	0	-1	-1	0	15	0	0.00	0.00	5.0	0	0	0	0	0.00	0.00
7	0	20	4	44	4	3	October	1	1	1	0	1	3	1	3	4	0	712.10	20	5	1	4	0	14.50	592.70	630.0	25	5	1	1	1	0	55.5	0	5	0	0	0	0	3	0	0	0	1	31.0	0	1	5.950368	8959-RZWRHU-ST8	14.4	0	0	16	3	4	11	0	0.00	0.00	1	1	1	3	13	4	97	0	1	5	2.674149	6.445720	1.783453	NaN	NaN	4.574711	2.698000	6.417875	2.081643	3.178054	7.012476	NaN	NaN	14.85	612.70	1	1	1	8.017632	1	1	0	0	0	0	0	1	1	0	10	0	2	8	0	0	0	6	2	3	2	0	0	0	15	3	0	46	1	24.00	1110.40	4.0	0	0	1	0	0.00	0.00
8	1	21	4	66	6	3	October	1	0	0	0	0	1	3	2	3	0	141.24	17	5	4	2	0	15.50	326.59	830.0	26	5	4	1	1	1	8.6	0	4	0	1	1	0	3	1	0	0	1	25.0	0	0	0.102336	9124-DZALHM-S6I	2.6	0	0	12	2	4	15	0	0.00	0.00	0	1	1	1	25	1	16	0	1	2	2.740840	6.721426	-2.279494	NaN	NaN	2.772589	3.046901	6.979471	-1.159433	NaN	NaN	NaN	NaN	21.05	1074.35	0	1	0	0.313664	1	1	0	0	0	0	0	1	1	0	1	1	0	0	0	1	1	3	9	2	1	1	0	1	-1	-1	0	53	0	0.00	0.00	3.0	0	0	1	0	0.00	0.00
9	1	19	4	47	4	3	July	0	0	0	1	0	3	5	2	1	0	111.17	2	2	2	1	0	0.00	199.64	0.0	2	2	4	1	4	0	41.0	1	1	0	0	1	0	1	1	0	0	0	29.0	0	0	1.770216	3512-MUWBGY-52X	4.1	0	0	11	1	5	19	0	0.00	0.00	0	0	1	1	21	4	84	0	6	4	NaN	NaN	0.571102	NaN	NaN	4.430817	1.294727	2.998229	0.515087	NaN	NaN	NaN	NaN	3.65	20.05	0	0	0	1.673784	1	1	0	0	0	0	0	1	1	0	1	1	0	0	0	1	1	3	9	2	2	0	0	0	-1	-1	0	3	0	0.00	0.00	2.0	0	0	1	0	0.00	0.00

Last rows

	active	address	addresscat	age	agecat	bfast	birthmonth	callcard	callid	callwait	carbought	carbuy	carcatvalue	card	card2	card2benefit	card2fee	card2spent	card2tenure	card2tenurecat	card2type	cardbenefit	cardmon	cardspent	cardten	cardtenure	cardtenurecat	cardtype	carown	cars	cartype	carvalue	churn	commute	commutebus	commutecar	commutecarpool	commutecat	commutepublic	commuterail	commutetime	commutewalk	confer	creddebt	custid	debtinc	default	ebill	ed	edcat	empcat	employ	equip	equipmon	equipten	forward	gender	homeown	hometype	hourstv	inccat	income	internet	jobcat	jobsat	lncardmon	lncardten	lncreddebt	lnequipmon	lnequipten	lninc	lnlongmon	lnlongten	lnothdebt	lntollmon	lntollten	lnwiremon	lnwireten	longmon	longten	marital	multline	news	othdebt	owncd	owndvd	ownfax	owngame	ownipod	ownpc	ownpda	owntv	ownvcr	pager	pets	pets_cats	pets_dogs	pets_freshfish	pets_small	polcontrib	polparty	polview	reason	region	reside	response_02	response_03	spoused	spousedcat	telecommute	tenure	tollfree	tollmon	tollten	townsize	union	voice	vote	wireless	wiremon	wireten
4990	0	6	2	26	3	3	September	1	1	1	1	0	3	1	2	1	0	146.52	1	1	4	1	17.25	440.75	195.0	3	2	3	1	5	1	47.1	0	1	0	1	0	1	0	1	31.0	1	1	2.085804	3192-STGTEL-D14	9.3	1	1	21	5	1	0	1	39.15	374.80	1	1	1	3	22	4	89	1	5	1	2.847812	5.273000	0.735154	3.667400	5.926393	4.488636	1.536867	3.703768	1.823128	3.178054	5.612946	3.575151	5.874228	4.65	40.60	0	1	0	6.191196	1	1	1	1	1	1	1	1	1	1	7	0	2	5	0	0	0	4	9	3	1	0	0	-1	-1	0	11	1	24.00	273.95	3.0	1	1	0	1	35.7	355.75
4991	0	25	4	59	5	3	November	0	1	0	0	1	2	3	4	2	0	26.14	10	3	4	1	0.00	285.67	0.0	12	4	1	1	1	0	32.0	1	8	1	0	1	4	0	0	19.0	1	0	3.610350	6841-FBQILD-2CH	14.2	0	1	18	4	3	9	1	41.20	1402.20	1	1	1	1	25	4	75	3	2	1	NaN	NaN	1.283805	3.718438	7.245798	4.317488	1.864080	5.286245	1.951558	NaN	NaN	3.538057	7.039266	6.45	197.60	1	1	0	7.039650	1	1	1	1	1	1	0	1	1	1	1	0	1	0	0	0	0	5	9	2	2	0	0	19	4	0	35	0	0.00	0.00	2.0	0	1	1	1	34.4	1140.55
4992	0	8	3	55	5	3	December	1	1	1	-1	0	-1	1	4	4	0	244.88	19	5	3	1	25.00	888.83	1280.0	20	5	2	-1	0	-1	-1.0	0	5	1	0	0	3	1	1	37.0	0	1	0.114905	6309-HRNBPZ-565	0.5	0	0	15	3	3	10	0	0.00	0.00	1	1	1	3	15	2	49	0	2	3	3.218876	7.154615	-2.163650	NaN	NaN	3.891820	1.974081	5.921712	-2.039490	3.630985	7.629951	NaN	NaN	7.20	373.05	0	0	0	0.130095	1	1	1	1	0	1	0	1	1	1	0	0	0	0	0	0	0	5	9	4	1	0	1	-1	-1	0	52	1	37.75	2058.95	4.0	0	1	0	0	0.0	0.00
4993	1	22	4	56	5	3	April	0	1	1	1	0	2	4	1	1	0	114.51	11	4	3	2	0.00	227.25	0.0	19	5	4	1	3	0	31.9	0	1	0	1	0	1	0	1	25.0	1	1	0.220500	8563-YGTRBK-25I	2.1	0	0	18	4	2	2	0	0.00	0.00	0	0	1	1	19	3	60	0	2	4	NaN	NaN	-1.511858	NaN	NaN	4.094345	2.653242	6.601977	0.038740	3.198673	7.075555	NaN	NaN	14.20	736.55	1	0	0	1.039500	1	1	1	1	0	1	0	1	1	0	2	2	0	0	0	0	0	3	9	3	2	1	0	17	4	0	48	1	24.50	1182.70	3.0	0	0	1	0	0.0	0.00
4994	1	5	2	35	4	1	April	0	1	0	0	0	2	3	2	4	1	7.14	3	2	3	4	0.00	430.80	0.0	3	2	3	1	1	1	31.9	0	1	0	1	1	1	0	0	24.0	0	0	3.252027	1973-VJDGJA-TQ6	11.3	1	0	15	3	1	1	0	0.00	0.00	1	1	0	1	23	3	53	0	2	2	NaN	NaN	1.179278	NaN	NaN	3.970292	0.615186	2.463853	1.006853	NaN	NaN	NaN	NaN	1.85	11.75	0	0	0	2.736973	1	1	0	1	0	0	0	1	1	0	1	0	1	0	0	1	0	4	4	3	2	0	0	-1	-1	1	7	0	0.00	0.00	1.0	0	0	1	0	0.0	0.00
4995	0	24	4	68	6	2	January	1	0	0	0	0	3	1	3	4	0	553.56	28	5	3	3	21.75	872.11	1565.0	35	5	3	1	1	0	64.5	0	5	0	0	0	3	0	1	21.0	0	0	7.934080	3675-GZFGOT-QJN	8.0	0	0	10	1	5	24	0	0.00	0.00	0	0	1	1	19	5	196	0	1	1	3.079614	7.355641	2.071167	NaN	NaN	5.278115	3.529297	7.785679	2.047166	NaN	NaN	NaN	NaN	34.10	2405.90	0	0	1	7.745920	1	1	0	0	0	0	0	1	1	0	4	4	0	0	0	1	0	4	9	2	1	0	0	-1	-1	0	69	0	0.00	0.00	2.0	0	0	1	0	0.0	0.00
4996	1	12	3	51	5	1	May	1	1	1	1	1	3	3	5	2	0	155.54	13	4	1	4	26.25	210.81	800.0	15	4	4	1	2	1	40.0	0	4	1	1	0	3	1	0	26.0	0	1	3.336600	4699-LEPCCE-3UD	15.0	1	0	14	2	3	6	0	0.00	0.00	1	0	1	1	14	4	83	0	1	5	3.267666	6.684612	1.204952	NaN	NaN	4.418841	2.341806	5.666427	2.209746	3.597312	7.053759	3.328627	6.629825	10.40	289.00	0	0	0	9.113400	1	1	0	0	0	0	0	1	1	0	1	0	0	1	0	0	0	4	9	3	1	0	0	-1	-1	0	30	1	36.50	1157.20	3.0	0	0	0	1	27.9	757.35
4997	0	48	5	75	6	3	August	1	1	1	1	0	3	1	2	4	0	643.67	29	5	4	1	15.25	884.08	1070.0	40	5	3	1	3	0	53.6	0	1	1	1	1	1	0	0	32.0	1	1	3.557520	8485-LLUICH-CVV	10.8	0	0	17	4	5	24	0	0.00	0.00	1	0	1	3	16	4	108	0	1	3	2.724580	6.975414	1.269064	NaN	NaN	4.682131	3.380995	7.654088	2.092664	3.784190	8.108473	NaN	NaN	29.40	2109.25	0	1	1	8.106480	1	1	0	0	0	0	1	1	1	0	0	0	0	0	0	0	0	4	9	4	1	0	0	-1	-1	0	72	1	44.00	3322.50	5.0	0	0	0	0	0.0	0.00
4998	0	16	4	47	4	3	December	1	0	0	1	1	3	3	4	1	0	371.60	15	4	3	1	9.50	381.35	345.0	22	5	1	1	2	1	96.0	0	1	0	1	0	1	0	1	12.0	0	0	5.021352	9325-URAAUT-7FA	10.8	1	1	19	4	2	3	1	29.55	1032.85	0	0	1	1	24	5	189	3	2	4	2.251292	5.843544	1.613699	3.386084	6.940077	5.241747	2.073172	5.644386	2.733760	NaN	NaN	NaN	NaN	7.95	282.70	1	1	1	15.390648	1	1	0	1	1	1	0	1	1	0	0	0	0	0	0	1	1	2	9	1	4	0	0	15	3	0	37	0	0.00	0.00	1.0	0	0	0	0	0.0	0.00
4999	1	15	3	41	4	3	May	1	0	0	0	1	3	3	4	3	0	138.14	8	3	1	3	11.50	269.72	260.0	16	5	3	1	2	0	49.3	1	4	1	1	0	3	0	1	32.0	1	0	2.267650	8027-EXDZBF-OGR	6.2	0	0	10	1	5	20	0	0.00	0.00	0	1	1	1	19	4	77	0	5	4	2.442347	5.560682	0.818744	NaN	NaN	4.343805	2.085672	5.284472	0.918828	NaN	NaN	NaN	NaN	8.05	197.25	1	0	0	2.506350	1	1	0	0	0	0	0	1	1	0	9	0	0	5	4	1	1	2	9	3	2	0	0	12	2	0	25	0	0.00	0.00	5.0	0	0	1	0	0.0	0.00

Overview

Variables

Correlations

Missing values

Sample

First rows

Last rows